{"id":"W7133289386","doi":"","title":"Assessment of Scotian Shelf Snow Crab in 2023","year":2025,"lang":"en","type":"other","venue":"Federal Open Science Repository of Canada / Le Dépôt fédéral de science ouverte du Canada","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Groundfish; Nova scotia; Fishing; Snow; Habitat; Sea surface temperature; Haddock; Bycatch","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003372165,0.0002801415,0.0000932412,0.001083498,0.0002792282,0.0005394946,0.000167061,0.0001823802,0.001261924],"category_scores_gemma":[0.000526245,0.0001095255,0.0002597024,0.0006196428,0.0001232069,0.0001214887,0.0003355329,0.00009499195,0.000345049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001307209,"about_ca_system_score_gemma":0.0009812518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3052125,"about_ca_topic_score_gemma":0.5963122,"domain_scores_codex":[0.9998179,0.00001396357,0.0000141496,0.00002233986,0.00009000011,0.00004168138],"domain_scores_gemma":[0.9994447,0.00001623514,0.000107047,0.00001268999,0.0003292998,0.00009005682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006568514,0.00001272632,0.979197,0.00005412472,0.00004969052,0.0004786552,0.0002105042,0.00236684,0.002819783,0.00009484692,0.001292478,0.01335775],"study_design_scores_gemma":[0.000002102748,0.00002569949,0.9943863,0.00001872856,0.00001219632,0.0001073374,0.0003266507,0.002167613,0.0002537329,0.00002705821,0.002668547,0.000003963972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890066,0.0006329644,0.0005387532,0.0001019553,0.0000231385,0.00004451416,0.003650633,0.00003482549,0.005966583],"genre_scores_gemma":[0.993522,0.0002413396,0.0004919689,0.00004433146,0.000004681404,0.00001501027,0.002330242,0.0000053339,0.003344973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6947875,"threshold_uncertainty_score":0.606872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007792371009074344,"score_gpt":0.2587656775611967,"score_spread":0.2509733065521224,"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."}}