{"id":"W4390038819","doi":"10.1080/07055900.2024.2287318","title":"Ocean Model Development and Application in Fisheries and Oceans Canada","year":2023,"lang":"en","type":"article","venue":"ATMOSPHERE-OCEAN","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Fishery; Oceanography; Environmental science; Geography; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003274059,0.0006720645,0.0006474835,0.001711721,0.001751425,0.002699857,0.003056477,0.001034606,0.009334912],"category_scores_gemma":[0.009548602,0.0006170016,0.001138123,0.004263849,0.000621697,0.001519173,0.002324444,0.00154812,0.001885492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01315128,"about_ca_system_score_gemma":0.03759432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9538854,"about_ca_topic_score_gemma":0.9222242,"domain_scores_codex":[0.9988101,0.0002294525,0.00008417065,0.0001337004,0.0005969359,0.0001457474],"domain_scores_gemma":[0.9960395,0.0005684873,0.00008106249,0.0002512041,0.00279292,0.0002667508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001770613,0.0001717434,0.02451063,0.0006533904,0.0003826589,0.0003321179,0.00054322,0.5291954,0.002102357,0.06858534,0.1168948,0.2564513],"study_design_scores_gemma":[0.0001030781,0.00003522241,0.008068995,0.0004078677,0.0001214116,0.00006241754,0.0005445873,0.7249683,0.002502541,0.01557669,0.2474849,0.0001240076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07683143,0.01090834,0.5008019,0.01723337,0.001819999,0.001174993,0.08679022,0.02519463,0.2792451],"genre_scores_gemma":[0.4249965,0.01525533,0.4502044,0.001147706,0.0001797733,0.0007723478,0.04876177,0.006664963,0.05201722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9538854,"threshold_uncertainty_score":0.09541965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156865921587035,"score_gpt":0.2095012382577701,"score_spread":0.1979325790418997,"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."}}