{"id":"W3118304198","doi":"10.7717/peerj.10536","title":"A feasibility study to determine the use of baited pots in Greenland halibut (<i>Reinhardtius hippoglossoides</i>) fisheries, supported by the use of underwater video observations","year":2021,"lang":"en","type":"article","venue":"PeerJ","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canadian Northern Economic Development Agency","keywords":"Halibut; Fishery; Netting; Bycatch; Environmental science; Oceanography; Fish <Actinopterygii>; Biology; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003932533,0.0001282434,0.0002390077,0.00002030845,0.00008698199,0.00001944542,0.0002490798,0.00006642345,0.0007359905],"category_scores_gemma":[0.0006075931,0.00007845549,0.00005210258,0.0003638579,0.0002823387,0.0001754974,0.0004400693,0.0001380683,0.00001487236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005591801,"about_ca_system_score_gemma":0.00002811852,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01192618,"about_ca_topic_score_gemma":0.05247787,"domain_scores_codex":[0.9984573,0.0004593922,0.000376661,0.0003006668,0.0001695047,0.0002364718],"domain_scores_gemma":[0.9987743,0.000455003,0.00008954725,0.0005876646,0.00004458312,0.00004888469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001030623,0.0004094441,0.9708416,0.000003557253,0.00002497999,0.00001549727,0.0007960769,0.0002834078,0.01823721,0.000004630735,0.008717179,0.0005633942],"study_design_scores_gemma":[0.0004557312,0.0001613564,0.9820912,0.000003369046,0.00003267334,0.000010718,0.0001166941,0.0002570199,0.003201582,0.0001039037,0.01347745,0.00008831461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953291,0.000007477533,0.00009837117,0.003785938,0.0000680483,0.0005542528,0.0001075918,0.00001073911,0.00003847725],"genre_scores_gemma":[0.9957302,0.00000342644,0.0004625622,0.001279719,0.000007316787,0.00003328178,0.00006849851,0.000008047125,0.002406942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04055168,"threshold_uncertainty_score":0.9946535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1131839161559853,"score_gpt":0.2685227446260734,"score_spread":0.1553388284700881,"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."}}