{"id":"W4413630493","doi":"10.64628/aam.6vcwddatx","title":"Marine heat waves spell trouble for tropical reef fish — even before corals die","year":2020,"lang":"en","type":"article","venue":"","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Oceanography; Tropical marine climate; Coral reef; Reef; Spell; Fishery; Heat wave; Coral; Geography; Geology; Environmental science; Biology; Meteorology; Climate change; Sociology; Anthropology","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":[0.0005250871,0.0004157261,0.0002791667,0.0006417946,0.002719888,0.002118739,0.0003569952,0.001682102,0.01327794],"category_scores_gemma":[0.003368872,0.0002930475,0.0004508381,0.0008826244,0.002154989,0.002545631,0.002316524,0.002006107,0.002570028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008670271,"about_ca_system_score_gemma":0.0007997654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02597705,"about_ca_topic_score_gemma":0.05243079,"domain_scores_codex":[0.999767,0.00002989006,0.00001322518,0.00002919126,0.00006427729,0.00009648612],"domain_scores_gemma":[0.9986026,0.0001459986,0.0003124032,0.0002157769,0.0002215289,0.0005017408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001122917,0.0001681314,0.6754689,0.0003443499,0.0004163652,0.003003223,0.0117003,0.0004201938,0.01246997,0.007335285,0.1469873,0.1405631],"study_design_scores_gemma":[0.00002768517,0.0002820534,0.8177751,0.0002115028,0.000115363,0.0009833736,0.0295784,0.00007263292,0.0009575394,0.003562592,0.1463739,0.00005976976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8204151,0.007097886,0.0006129948,0.06983323,0.003906318,0.00004061163,0.001912513,0.00015553,0.09602579],"genre_scores_gemma":[0.9500194,0.003740163,0.0003917202,0.009649149,0.001993323,0.00001775515,0.0004655021,0.00008932387,0.03363383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02597705,"threshold_uncertainty_score":0.05165166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02181361770664954,"score_gpt":0.2242431395716109,"score_spread":0.2024295218649614,"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."}}