{"id":"W4416048911","doi":"10.1093/fshmag/vuaf103","title":"Revisiting “Invisible Collapse?”: Perspectives on progress and challenges for the future of recreational fisheries science","year":2025,"lang":"en","type":"article","venue":"Fisheries","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Recreational fishing; Fisheries science; Recreation; Fisheries management; Fishing","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":[],"consensus_categories":[],"category_scores_codex":[0.04344484,0.001155632,0.002187121,0.003689356,0.005330259,0.01785013,0.004660573,0.01318534,0.01486344],"category_scores_gemma":[0.05793985,0.0003893104,0.001274859,0.005078724,0.03327096,0.03863079,0.01263463,0.01305876,0.001644934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005411554,"about_ca_system_score_gemma":0.02599461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01302851,"about_ca_topic_score_gemma":0.02842652,"domain_scores_codex":[0.9902865,0.006009406,0.000436343,0.0009213008,0.001247227,0.001099247],"domain_scores_gemma":[0.9230278,0.05334959,0.003754695,0.003134941,0.0110286,0.00570444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002536869,0.0002098376,0.006638357,0.005407291,0.0001721825,0.0005289792,0.01098602,0.001368084,0.0004015176,0.4289591,0.2799404,0.2651345],"study_design_scores_gemma":[0.00002975285,0.0000914364,0.004444146,0.01090473,0.00007792649,0.0002633713,0.04601765,0.0008838708,0.0002103438,0.4938235,0.443129,0.0001243391],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002875563,0.2063643,0.002882502,0.7670523,0.01022529,0.00001573802,0.0001597127,0.00005527952,0.01036939],"genre_scores_gemma":[0.2366824,0.4777187,0.007788159,0.2321627,0.03945472,0.0001680656,0.0003540612,0.0001333732,0.005537877],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04344484,"threshold_uncertainty_score":0.229761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01885862366104039,"score_gpt":0.2439892664527095,"score_spread":0.2251306427916691,"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."}}