{"id":"W4397004073","doi":"10.3390/fishes9050185","title":"Light Intensity of Phosphorescent-Netting Pots and Determining Their Visibility to Snow Crab (Chionoecetes opilio) Using Visual Modeling Techniques","year":2024,"lang":"en","type":"article","venue":"Fishes","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Universitetet i Tromsø","keywords":"Snow; Netting; Environmental science; Visibility; Abiotic component; Ecology; Light intensity; Fishery; Geography; Biology; Meteorology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004263418,0.0001746689,0.0002581857,0.00006091182,0.0001356756,0.00004970152,0.0001567141,0.0001348522,0.0001120087],"category_scores_gemma":[0.000138951,0.0001430741,0.00006176269,0.0001683614,0.0001305375,0.000189742,0.0004034347,0.0001653164,0.0000102359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001017341,"about_ca_system_score_gemma":0.00001277249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002101273,"about_ca_topic_score_gemma":0.0001982062,"domain_scores_codex":[0.9987648,0.00004940724,0.0003050001,0.0004907598,0.00009816063,0.0002919464],"domain_scores_gemma":[0.9995894,0.00008560246,0.0000491657,0.0001719541,0.00001857279,0.0000852808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002738499,0.00006484043,0.6132496,0.00004007302,0.00001080998,0.00000952371,0.0006814213,0.0000875621,0.3520302,0.000002192152,0.0001822479,0.03361413],"study_design_scores_gemma":[0.0001028472,0.0003968893,0.5369135,0.0003389698,0.00004894932,0.00004205056,0.0006598985,0.1320088,0.3283215,0.0004121111,0.0003472952,0.0004072352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983658,0.00009392808,0.0005800433,0.0002171588,0.0001858927,0.0002363194,0.00000899643,0.0001150609,0.0001968036],"genre_scores_gemma":[0.993907,0.0000176576,0.005790765,0.0001845378,0.0000558777,0.000009479012,0.000002788865,0.00001583198,0.00001608909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1319212,"threshold_uncertainty_score":0.5834392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02553364600225858,"score_gpt":0.2822330910444656,"score_spread":0.2566994450422071,"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."}}