{"id":"W6912223155","doi":"10.5281/zenodo.16739177","title":"Data for \"Effects of reduced visibility on fish behavior: Low light is not equivalent to suspended sediments\"","year":2025,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Visibility; Fish <Actinopterygii>; Code (set theory); Channel (broadcasting)","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":[0.001656544,0.001894296,0.001558678,0.002342433,0.0007172789,0.00208409,0.002410646,0.002240094,0.1388048],"category_scores_gemma":[0.009923826,0.0007746034,0.001408569,0.00526099,0.0004259983,0.001249342,0.001855763,0.001722855,0.1060089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00171166,"about_ca_system_score_gemma":0.002927389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03858259,"about_ca_topic_score_gemma":0.05772787,"domain_scores_codex":[0.9984603,0.0002354917,0.0002166742,0.0003911652,0.0004785447,0.0002177768],"domain_scores_gemma":[0.9950222,0.001746042,0.000665024,0.0008941612,0.001342707,0.0003297973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006820453,0.00001454863,0.0007291539,0.0008108279,0.00003093783,0.00001126563,0.00001628442,0.000203051,0.00007298461,0.0004548742,0.9964462,0.00114171],"study_design_scores_gemma":[0.0004679005,0.00001763632,0.008528292,0.0005082876,0.00005224668,0.00004233907,0.00006832909,0.0003166065,0.0003145857,0.001595977,0.9880491,0.00003863617],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00004361452,0.00001882798,0.00002733854,0.00003052495,0.00001664912,0.00000409596,0.9993972,0.00007763865,0.0003841979],"genre_scores_gemma":[0.0003919817,0.00003361031,0.0001497826,0.000044501,0.000006816565,0.00006793686,0.9982722,0.00008131094,0.0009517628],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1388048,"threshold_uncertainty_score":0.4643483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04184593154362049,"score_gpt":0.2747333593257811,"score_spread":0.2328874277821606,"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."}}