{"id":"W4387765602","doi":"10.1111/jfb.15592","title":"Colonization, diversity, and seasonality of fishes at pelagic fish aggregating devices","year":2023,"lang":"en","type":"article","venue":"Journal of Fish Biology","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Pelagic zone; Abundance (ecology); Fishery; Biology; Species richness; Habitat; Ecology; Context (archaeology); Coastal fish; Coral reef fish","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003195605,0.0002086782,0.000171118,0.0009395455,0.0004500002,0.00044638,0.000230508,0.000175352,0.0009328288],"category_scores_gemma":[0.001306285,0.0001312867,0.0001783313,0.0006613809,0.0003507794,0.0004634369,0.0005358799,0.0001331422,0.0001734371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005509508,"about_ca_system_score_gemma":0.0002689802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02290691,"about_ca_topic_score_gemma":0.06406256,"domain_scores_codex":[0.9997814,0.00003475125,0.00002085273,0.00007977735,0.00004353224,0.00003973739],"domain_scores_gemma":[0.9993163,0.0001070062,0.0002691051,0.0000402119,0.0001679566,0.00009936541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003312681,0.00001193041,0.989824,0.00002164593,0.00001419472,0.00005880439,0.000842768,0.00007201292,0.004231799,0.0000262311,0.00003989041,0.00482357],"study_design_scores_gemma":[5.605991e-7,0.0000426263,0.998575,0.000006833411,0.000006581229,0.00005625829,0.0008167305,0.0001216492,0.0002061907,0.000009162996,0.0001556979,0.000002772385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992299,0.00005607379,0.0001253023,0.000007746574,0.000001638631,0.00000552642,0.00012153,0.000002631387,0.0004496362],"genre_scores_gemma":[0.9992778,0.00005001868,0.0003297728,0.000006831147,0.000001685242,0.000008874828,0.0001063112,0.000001085362,0.000217658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02290691,"threshold_uncertainty_score":0.04554713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02326991764536017,"score_gpt":0.2394984405597872,"score_spread":0.2162285229144271,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}