{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000238085,0.00008546392,0.0002854478,0.00002015661,0.00009412134,0.000002087309,0.00008316815,0.00002608333,0.001597437],"category_scores_gemma":[0.0000292304,0.00007235272,0.00004741333,0.00001682796,0.0001084631,0.000006367149,0.0002142379,0.00008988519,0.0000292261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009459979,"about_ca_system_score_gemma":0.000009776029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005964357,"about_ca_topic_score_gemma":0.0001867844,"domain_scores_codex":[0.9992182,0.0001213289,0.0002541313,0.0001869366,0.00007023774,0.0001491117],"domain_scores_gemma":[0.9994656,0.0002715234,0.0001215212,0.00009112598,0.00000287056,0.00004733703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002485793,0.006362003,0.08246988,0.01171597,0.0009949219,0.00009720887,0.01230309,0.002298852,0.01360357,0.1672127,0.3434818,0.3569742],"study_design_scores_gemma":[0.01400942,0.05574441,0.2248603,0.002317395,0.0002885956,0.00106124,0.006879787,0.00978447,0.01378424,0.2139336,0.4538605,0.003476085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831036,0.00005086089,0.0003040919,0.01490303,0.00006760617,0.0003224112,0.0001234247,0.00001021416,0.001114696],"genre_scores_gemma":[0.9991262,0.00003449728,0.000179016,0.0004308573,0.00001182046,0.00004191529,0.00001084316,0.000005639311,0.0001592232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3534981,"threshold_uncertainty_score":0.9993153,"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."}}