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    }
  ],
  "source_url": "https://huggingface.co/datasets/mikkoim/aquamonitor",
  "scope": "All imaged specimens in the input split, including unrecognized reference classes; no reference labels used to create these reports.",
  "interpretation": "Hard labels and probability estimates are model outputs, not verified species inventories. Low-confidence flags are automatic annotations, not requests for manual work.",
  "source": {
    "name": "AquaMonitor monitoring dataset",
    "url": "https://huggingface.co/datasets/mikkoim/aquamonitor",
    "license": "CC BY 4.0",
    "model_status": "Completed benchmark predictions; cached display, with no live inference in this page.",
    "model_name": "BioCLIP fine-tuned ensemble (60% H/14 + 40% L/14)",
    "prediction_description": "Weighted calibrated specimen probabilities: 0.6 BioCLIP 2.5 H/14 plus 0.4 BioCLIP 2 L/14; original images resized to 336 pixels, up to eight selected views per model.",
    "illustration_note": "Thumbnails illustrate the same selected frame identities. Model inputs were original images resized to 336 pixels; these displayed thumbnails are not those model inputs.",
    "execution_mode": "cached_benchmark_replay",
    "frame_probabilities": "not_exported",
    "scope": "Selected imaged specimens within the supplied prediction file; not a complete field community or a representative sample.",
    "selection_note": "Selected using known-validation macro F1; test data are an already-inspected development benchmark.",
    "exported_at": "2026-09-23T02:01:55.578965+00:00"
  },
  "display_default": "hard_counts"
}