{"id":"W4406693263","doi":"10.1093/fshmag/vuae025","title":"Reviving point-counterpoint dialogue in <i>Fisheries</i>","year":2025,"lang":"en","type":"article","venue":"Fisheries","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Counterpoint; Point (geometry); Fishery; Environmental ethics; Sociology; Biology; Philosophy; Mathematics; Geometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.07366278,0.001006608,0.001137373,0.002426255,0.02284891,0.03402502,0.006893525,0.06692441,0.01716963],"category_scores_gemma":[0.1126718,0.001068746,0.001303613,0.001893725,0.04191166,0.03473199,0.03097597,0.05222138,0.003552594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01387498,"about_ca_system_score_gemma":0.03110554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01358119,"about_ca_topic_score_gemma":0.02278486,"domain_scores_codex":[0.9482383,0.02885438,0.002259154,0.004831246,0.009423086,0.006393753],"domain_scores_gemma":[0.8849682,0.08566222,0.00354783,0.0055631,0.009471035,0.01078762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005466925,0.00004970401,0.000588477,0.0002477052,0.00002607548,0.0008663558,0.07581092,0.0004372825,0.001076432,0.6544826,0.2404559,0.02590386],"study_design_scores_gemma":[0.00001829775,0.00003196299,0.0004905239,0.000663809,0.00001433703,0.0001568814,0.03588006,0.0004285018,0.0004199354,0.1742136,0.7875913,0.00009078901],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004735694,0.002205161,0.009746043,0.8843865,0.0126827,0.0000574664,0.00004238531,0.0001636237,0.08598032],"genre_scores_gemma":[0.3356783,0.002041718,0.01042138,0.5733611,0.0092608,0.0003800613,0.0001068786,0.0007125206,0.06803719],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.965975,"threshold_uncertainty_score":0.3895707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00683451700830423,"score_gpt":0.1910249428554849,"score_spread":0.1841904258471806,"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."}}