{"id":"W7133270833","doi":"","title":"Assessment of Scotian Shelf ecosystem Snow Crab in 2024","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":"National Marine Fisheries Service; National Oceanic and Atmospheric Administration","keywords":"Biomass (ecology); Fishing; Nova scotia; Groundfish; Habitat; Snow","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":[0.0002988102,0.0002427567,0.0001020337,0.0007169252,0.0003603036,0.0005256397,0.0002115039,0.0002308905,0.001130795],"category_scores_gemma":[0.0004056554,0.0001492264,0.0003152496,0.0005404861,0.0001984924,0.0001633197,0.0003535766,0.0001204826,0.0002480538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001798411,"about_ca_system_score_gemma":0.001160467,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4260212,"about_ca_topic_score_gemma":0.722331,"domain_scores_codex":[0.9998842,0.00001025714,0.000008199966,0.00001892887,0.00004610417,0.00003223117],"domain_scores_gemma":[0.9996914,0.00001238774,0.00007004854,0.0000116328,0.0001440105,0.00007065869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006945765,0.00001102352,0.9910534,0.00003318318,0.00005013216,0.0003913211,0.0002042064,0.001352279,0.002185524,0.00005521831,0.0003402088,0.00425413],"study_design_scores_gemma":[0.00000187915,0.00002374921,0.9974489,0.000008000982,0.000008497619,0.00005007586,0.0002919155,0.001036701,0.0001400695,0.00001358395,0.0009739619,0.000002729375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967989,0.0001523695,0.0001170965,0.00003649128,0.000006308546,0.00001190445,0.001028571,0.000009589268,0.00183881],"genre_scores_gemma":[0.9967976,0.0001146413,0.0002105297,0.00003256213,0.000002471984,0.000008493529,0.001166034,0.00000351038,0.001664016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5739788,"threshold_uncertainty_score":0.847083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007027394944847956,"score_gpt":0.2513977906121122,"score_spread":0.2443703956672643,"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."}}