{"id":"W4406867656","doi":"10.3354/meps14806","title":"Effect of trap soak times on risk of bycatch from offshore lobster Homarus americanus fishing operations in southwest Nova Scotia, Canada","year":2025,"lang":"en","type":"article","venue":"Marine Ecology Progress Series","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grieg Seafood (Canada)","funders":"","keywords":"Homarus; Bycatch; Nova scotia; Fishery; Fishing; American lobster; Oceanography; Submarine pipeline; Trap (plumbing); Environmental science; Crustacean; Biology; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007376078,0.0003207095,0.0002390228,0.00034056,0.0005529939,0.0006408704,0.0004013039,0.0002180509,0.0007431609],"category_scores_gemma":[0.002657785,0.0001706919,0.000436873,0.0003677821,0.0005057993,0.0001778331,0.0003264588,0.0003010386,0.00007131319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005657059,"about_ca_system_score_gemma":0.006046172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8346739,"about_ca_topic_score_gemma":0.9440227,"domain_scores_codex":[0.9994332,0.00009935505,0.00004112695,0.0001159276,0.0001599868,0.0001503819],"domain_scores_gemma":[0.9963341,0.0006601846,0.001231154,0.00014796,0.0007318098,0.0008947827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009230962,0.00009960505,0.9932695,0.00002321989,0.0000868803,0.00008283301,0.0002214153,0.0004065741,0.00164397,0.0000112678,0.000132869,0.003098708],"study_design_scores_gemma":[0.000004570847,0.0003656878,0.998933,0.000004940128,0.00001754318,0.0000111886,0.000283399,0.0001678329,0.0001262507,0.000003176179,0.00007889626,0.000003353505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995773,0.00006134049,0.00002143922,0.00001399697,0.00000253111,0.00001087372,0.000139363,0.000001471342,0.0001717031],"genre_scores_gemma":[0.9991015,0.0001011312,0.00007665981,0.0000202134,0.000001272561,0.00000951797,0.0001967613,0.000001309362,0.0004915585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1653261,"threshold_uncertainty_score":0.3325995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004386563874872137,"score_gpt":0.2343080972445256,"score_spread":0.2299215333696534,"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."}}