{"id":"W4225311891","doi":"10.1007/s11538-022-01000-y","title":"Local Overfishing Patterns Have Regional Effects on Health of Coral, and Economic Transitions Can Promote Its Recovery","year":2022,"lang":"en","type":"article","venue":"Bulletin of Mathematical Biology","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Overfishing; Coral reef; Coral reef fish; Reef; Resilience of coral reefs; Fishery; Marine reserve; Biological dispersal; Aquaculture of coral; Coral reef protection; Fishing; Ecology; Marine protected area; Habitat fragmentation; Environmental science; Biology; Habitat; Population","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006771723,0.0001940484,0.000308378,0.0005016883,0.000409424,0.001037882,0.000275256,0.0003501098,0.006202286],"category_scores_gemma":[0.002947601,0.0001496793,0.0004686804,0.0004688234,0.001278347,0.0005340368,0.0009931296,0.0005153374,0.000263449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001177089,"about_ca_system_score_gemma":0.0005000121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01204999,"about_ca_topic_score_gemma":0.0204739,"domain_scores_codex":[0.9997463,0.00005015537,0.00001669272,0.00007231724,0.00002396907,0.00009060655],"domain_scores_gemma":[0.9982206,0.0003452568,0.0007674368,0.0002014158,0.0001697533,0.0002954509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003896757,0.0001607053,0.935195,0.0001047814,0.0003197209,0.0004496868,0.0005187321,0.01217741,0.01579263,0.008146924,0.0009093319,0.02583539],"study_design_scores_gemma":[0.00000566989,0.00006152774,0.9922734,0.000008592959,0.00004896225,0.00008756279,0.0007726324,0.00304167,0.0004237183,0.002805983,0.0004628632,0.000007347221],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935558,0.0002147864,0.001113426,0.0004173852,0.00001108843,0.00000738563,0.0001648076,0.00000863993,0.00450657],"genre_scores_gemma":[0.999215,0.00007418633,0.0001035919,0.00002297795,0.000003276618,0.000002409761,0.00003206568,0.00000334467,0.000543088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01204999,"threshold_uncertainty_score":0.02395976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01458913439054738,"score_gpt":0.2283476332841967,"score_spread":0.2137584988936494,"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."}}