{ "field_test": { "ultrafauna": { "bat_recordings": 254, "detected_bat_recordings": 234, "noise_recordings": 82, "false_positive_recordings": 16, "auroc": 0.9637507201843672 }, "ultrafauna_background": { "false_alert_events": 33, "reviewed_background_seconds": 410.0, "false_alerts_per_hour": 289.7560975609756, "site_count": 2, "note": "Known bat-negative clips; rodent absence unknown. Short exposure, Poisson rate interval ignores site clustering.", "poisson_95_ci": [ 199.45476502884736, 406.9252911439255 ] } }, "validation_localization": [ { "group": "bat", "matched": 1030, "annotated_calls_in_contexts": 1555, "predicted_intervals": 1547, "recall": 0.662379421221865, "note": "VAL diagnostic: overlapping contexts can repeat calls. One-to-one temporal IoU>=.1; unannotated gaps unknown, so unmatched predictions are not all verified false alarms." }, { "group": "rodent", "matched": 243, "annotated_calls_in_contexts": 323, "predicted_intervals": 517, "recall": 0.7523219814241486, "note": "VAL diagnostic: overlapping contexts can repeat calls. One-to-one temporal IoU>=.1; unannotated gaps unknown, so unmatched predictions are not all verified false alarms." } ], "calibration_diagnostics": { "bat": { "windows": 141, "bat_detections": 91 }, "noise": { "windows": 170, "bat_detections": 0 }, "rodent": { "windows": 25, "bat_detections": 0 }, "field_noise": { "recordings": 55, "bat_detections": 2 }, "field_weak_bat": { "recordings": 152, "bat_detections": 129 } }, "matched_bat": { "batspot": { "bat": 221, "detected": 200, "noise": 183, "false_positive": 13 }, "soundclass_D2": { "bat": 75, "detected": 53, "noise": 150, "false_positive": 8 } }, "mouse": { "windows": 33, "false_bat_windows": 30, "rodent_positive_windows": 23, "matched_rodent_calls": 96, "annotated_rodent_calls": 110, "note": "Overlapping windows from one pup; descriptive transfer result, not independent animals. Unannotated times unknown." }, "rodent_transfer": { "usvseg": { "windows": 222, "parents": 7, "annotated_positive_windows": 175, "detected_annotated_positive_windows": 135, "false_bat_windows": 1, "note": "Captive bat-negative context. Unannotated rodent windows are unknown, not verified rodent negatives." }, "uscmed": { "windows": 86, "parents": 5, "annotated_positive_windows": 46, "detected_annotated_positive_windows": 44, "false_bat_windows": 0, "note": "Captive bat-negative context. Unannotated rodent windows are unknown, not verified rodent negatives." } }, "checkpoint_sha256": "74ffc5b93b5ab6681c173830c70694d6ae834d291dbd0688c64c2a25899e698c", "calibration_sha256": "8e408e9c8a0f35e69afdbb7665edfca9ccecf41ee5fca62ae279ccaad636010d", "interpretation": "Current release; previously inspected development/transfer cohorts, not a new independent final test." }