{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001444413,0.0001058298,0.0001786431,0.000008293664,0.0002331687,0.000005720387,0.0002050469,0.00002158016,0.02575366],"category_scores_gemma":[0.00001920203,0.0001007745,0.0000586399,0.0002171831,0.00006793816,0.00008457014,0.001031159,0.0001202933,0.001039784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001480831,"about_ca_system_score_gemma":0.000008815083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008109707,"about_ca_topic_score_gemma":0.001324117,"domain_scores_codex":[0.9990095,0.00004848863,0.0001937528,0.0002262934,0.0002657394,0.0002562293],"domain_scores_gemma":[0.9995958,0.00003540295,0.0001144898,0.0001904733,0.000005308328,0.00005849879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00009903393,0.0002137683,0.4076705,0.0000390708,0.00004740007,0.00007493499,0.0009516277,0.0004147753,0.001146935,0.0004292535,0.5815761,0.007336615],"study_design_scores_gemma":[0.0007938456,0.0004623907,0.6120502,0.00001090629,0.00002706319,0.00001340849,0.001705717,0.0008620384,0.0001102927,0.0004085496,0.383209,0.0003465675],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8417654,0.00005261462,0.000002585066,0.0002660188,0.0003395754,0.0001454275,0.00006092004,0.00004819539,0.1573193],"genre_scores_gemma":[0.994617,0.00004832576,0.0001147819,0.0000811144,0.00002457675,0.0000303223,0.00002099195,0.00001138965,0.005051455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2043797,"threshold_uncertainty_score":0.999738,"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."}}