{"id":"W4220791594","doi":"10.1002/ecs2.3956","title":"Causal drivers of climate‐mediated coral reef regime shifts","year":2022,"lang":"en","type":"article","venue":"Ecosphere","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Coral reef; Reef; Regime shift; Coral; Coral bleaching; Alternative stable state; Ecology; Causal inference; Ecosystem; Climate change; Environmental science; Resilience of coral reefs; Causal analysis; Oceanography; Biology; Econometrics; Geology; Economics","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":[0.004317862,0.0003272746,0.0003582709,0.001441884,0.0004808729,0.00113239,0.0006500927,0.0007007021,0.006288656],"category_scores_gemma":[0.01895996,0.0002501119,0.0012272,0.001152365,0.001082995,0.0008584645,0.001257405,0.0009587114,0.0001900391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112719,"about_ca_system_score_gemma":0.00116233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02229932,"about_ca_topic_score_gemma":0.01834861,"domain_scores_codex":[0.9985978,0.0007901121,0.0000759446,0.0003352265,0.00007753536,0.0001234319],"domain_scores_gemma":[0.9849902,0.01059733,0.002655997,0.001003304,0.0004701056,0.0002830206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001987998,0.0001672663,0.7935838,0.0003151908,0.0009946362,0.0002887489,0.000671231,0.1220541,0.001305883,0.05599921,0.001698926,0.0227223],"study_design_scores_gemma":[0.00005330467,0.0001281555,0.3390066,0.0001812584,0.0006350291,0.000175137,0.001329068,0.5000501,0.001022949,0.1522719,0.005059056,0.00008737394],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9349989,0.000645668,0.05569475,0.001642889,0.00006312258,0.00008665188,0.002713326,0.0002679198,0.003886702],"genre_scores_gemma":[0.9971926,0.00009093092,0.002256526,0.00003524539,0.00001022737,0.00001788162,0.0002356312,0.000006473739,0.0001545012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02229932,"threshold_uncertainty_score":0.04433906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006667389060778356,"score_gpt":0.1907086614306593,"score_spread":0.184041272369881,"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."}}