{"id":"W2909223264","doi":"10.1002/ecy.2574","title":"High‐resolution characterization of the abiotic environment and disturbance regimes on the Great Barrier Reef, 1985–2017","year":2019,"lang":"en","type":"article","venue":"Ecology","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Abiotic component; Environmental science; Coral reef; Disturbance (geology); Reef; Ecology; Spatial ecology; Benthic zone; Geography; Oceanography; Physical geography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001109583,0.00007551885,0.0001100221,0.000006821532,0.0001314668,0.000004741356,0.0001215361,0.00003582437,0.0007274477],"category_scores_gemma":[0.00002054867,0.00003995284,0.00002452643,0.00003494991,0.0001645574,0.00004306834,0.0002848498,0.00005780392,0.0002365198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006421414,"about_ca_system_score_gemma":0.000002287603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007310192,"about_ca_topic_score_gemma":0.00007299293,"domain_scores_codex":[0.9994423,0.00006859488,0.000109959,0.0001727516,0.00008819182,0.0001181983],"domain_scores_gemma":[0.999579,0.0000575115,0.0001041023,0.0002416077,0.000001974955,0.00001583081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002703665,0.00003508978,0.9753827,0.00001294214,0.00001602275,6.584863e-7,0.0003008128,0.00003072134,0.01945753,0.001776652,0.001754884,0.001204975],"study_design_scores_gemma":[0.0001086485,0.00008770335,0.9862697,0.000006486069,0.000007888671,0.000002343741,0.00001392466,0.0001462536,0.0007046158,0.0002552966,0.01234794,0.00004922314],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942218,0.00001362617,0.000003870267,0.00301646,0.0003258859,0.0003117549,0.000007398487,0.000005553721,0.00209365],"genre_scores_gemma":[0.990214,0.0000590115,0.00000613822,0.0002059311,0.00002498074,0.00001771673,0.000002809743,0.000003854057,0.009465552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01875291,"threshold_uncertainty_score":0.7965042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005901043160745655,"score_gpt":0.1682847722805056,"score_spread":0.1623837291197599,"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."}}