{"id":"W4298108978","doi":"10.1093/biosci/biac081","title":"Coral Reef Resilience in Hot Water","year":2022,"lang":"en","type":"article","venue":"BioScience","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Resilience (materials science); Coral reef; Resilience of coral reefs; Reef; Environmental science; Oceanography; Fishery; Coral; Geology; Biology","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":[0.0004914972,0.0001300941,0.000164301,0.001190379,0.0008499576,0.001031885,0.000251546,0.0003059953,0.004768834],"category_scores_gemma":[0.00252846,0.00007870373,0.0001793779,0.001646916,0.001599933,0.001335651,0.001546651,0.0004160433,0.00007988481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001607571,"about_ca_system_score_gemma":0.001116926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05618431,"about_ca_topic_score_gemma":0.1060492,"domain_scores_codex":[0.9997987,0.00003923872,0.000006207307,0.00002018708,0.00002404547,0.0001116288],"domain_scores_gemma":[0.999168,0.0001444024,0.0002469493,0.00007636391,0.00008800588,0.0002762379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002849329,0.000086696,0.8813539,0.0002323861,0.0002564684,0.0006893848,0.01798404,0.002177974,0.002123013,0.03306965,0.004749242,0.05699221],"study_design_scores_gemma":[0.000002859356,0.00004221546,0.9724112,0.00005761234,0.00002969365,0.00006344554,0.01516088,0.0003868639,0.0001442239,0.006429356,0.005263069,0.000008685199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841803,0.001079567,0.0001392991,0.00244444,0.0000292496,0.000006974301,0.0002064214,0.000006985364,0.01190667],"genre_scores_gemma":[0.9993654,0.0002439845,0.00001646417,0.0000543277,0.00001188602,0.000002238496,0.00001898813,0.000001126871,0.0002855541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05618431,"threshold_uncertainty_score":0.1117146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016057918376143,"score_gpt":0.2015255499341978,"score_spread":0.1913649707504364,"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."}}