{"id":"W4372046393","doi":"10.2960//j.v54.m739","title":"Contemporary analyses of comparative fishing data: a case study of Thorny skate on the Grand Banks (NAFO Divisions 3LNOP)","year":2022,"lang":"en","type":"article","venue":"Journal of Northwest Atlantic Fishery Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Memorial University of Newfoundland","funders":"Canada First Research Excellence Fund; Fisheries and Oceans Canada; Ocean Frontier Institute","keywords":"Skate; Groundfish; Fishing; Fishery; Demersal zone; Bycatch; Otter; Stock assessment; Statistics; Fisheries management; Biology; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003394153,0.000150653,0.0004379756,0.0001941351,0.0008116206,0.0001023208,0.002120601,0.00001841644,0.001070674],"category_scores_gemma":[0.0002459897,0.00009375025,0.00008938496,0.001695214,0.001047169,0.001024033,0.001911909,0.000567989,0.000002055415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008003844,"about_ca_system_score_gemma":0.0002020665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01252835,"about_ca_topic_score_gemma":0.002267901,"domain_scores_codex":[0.9962374,0.0004051851,0.0007743205,0.00034162,0.001964255,0.0002771934],"domain_scores_gemma":[0.9974926,0.000748393,0.0007454209,0.0007708884,0.0001003989,0.0001423454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001548546,0.001049107,0.9813952,0.000008939834,0.00006677461,0.001386112,0.005843869,0.002329906,0.001044436,0.000003423166,0.005632445,0.001084956],"study_design_scores_gemma":[0.001838296,0.006127464,0.9256723,0.00005468166,0.0001426486,0.002433484,0.04517388,0.009120553,0.000374126,0.00006454266,0.008584403,0.0004136574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916337,0.00001430274,0.00002901152,0.0004118042,0.0001341046,0.0003064411,0.00003560065,0.000003508412,0.007431549],"genre_scores_gemma":[0.9996959,0.000008909174,0.00008001443,0.00008622764,0.00002365848,0.000004483438,0.000004723604,0.000006115255,0.00008996017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05572291,"threshold_uncertainty_score":0.9998425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1837391593669055,"score_gpt":0.3727472702459456,"score_spread":0.1890081108790401,"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."}}