{"id":"W4200374010","doi":"10.7717/peerj.12526","title":"Current freezing and thawing scenarios employed by North Atlantic fisheries: their potential role in Newfoundland and Labrador’s northern cod ( <i>Gadus morhua</i> ) fishery","year":2021,"lang":"en","type":"article","venue":"PeerJ","topic":"Meat and Animal Product Quality","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Gadus; Fishery; Atlantic cod; Haddock; Demersal zone; Pelagic zone; Cod fisheries; Product (mathematics); Food spoilage; Gadidae; Fishing; Business; Environmental science; Fish <Actinopterygii>; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002054907,0.0001911267,0.0002755685,0.000008662271,0.0002121189,0.0002046137,0.0001197376,0.00006609694,0.0000843958],"category_scores_gemma":[0.00009093852,0.00008811459,0.00005160318,0.0002012583,0.00007460453,0.0001880608,0.0001460521,0.0002100251,0.000004917311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002156205,"about_ca_system_score_gemma":0.00001434991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007250573,"about_ca_topic_score_gemma":0.1253619,"domain_scores_codex":[0.9986548,0.0001152382,0.0002421989,0.0004741552,0.0001853474,0.0003282926],"domain_scores_gemma":[0.999566,0.00009884032,0.00006131369,0.00007364238,0.00007928009,0.0001209646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002704674,0.00007907582,0.914537,0.0000291115,0.00001030584,0.00001401356,0.000466451,0.000001542458,0.04717007,0.000003817647,0.0005376384,0.03712399],"study_design_scores_gemma":[0.0003265229,0.00008505721,0.9840572,0.00005197476,0.00001495718,0.00002065364,0.0006904254,0.0001736106,0.0004239177,0.0002417549,0.0136215,0.0002924023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943482,0.003274454,0.000001692881,0.001921724,0.0001472506,0.0001265017,0.00008077808,0.00004293901,0.00005644461],"genre_scores_gemma":[0.9988313,0.0003410382,0.00001024734,0.000153596,0.0002956355,0.000006133711,0.0002526643,0.000002456056,0.0001069819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1181114,"threshold_uncertainty_score":0.9993602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805846470524466,"score_gpt":0.2088144840857449,"score_spread":0.1907560193805002,"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."}}