{"id":"W2785028641","doi":"10.7717/peerj.4308","title":"Historical baselines of coral cover on tropical reefs as estimated by expert opinion","year":2018,"lang":"en","type":"article","venue":"PeerJ","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Coral reef; Reef; Coral reef protection; Environmental issues with coral reefs; Coral; Resilience of coral reefs; Aquaculture of coral; Coral bleaching; Coral reef organizations; Fishery; Overfishing; Baseline (sea); Environmental science; Oceanography; Geography; Ecology; Biology; Fishing; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005679858,0.0002308894,0.0002216688,0.002277268,0.0003962946,0.0008758161,0.0004128481,0.0004779632,0.003072853],"category_scores_gemma":[0.02844984,0.0001793647,0.0003835036,0.001503894,0.0004524853,0.00106442,0.0008834174,0.0003814393,0.0007260383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006100679,"about_ca_system_score_gemma":0.0003765293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007631553,"about_ca_topic_score_gemma":0.01277507,"domain_scores_codex":[0.9962074,0.001479376,0.0004732205,0.000430797,0.001116502,0.0002927055],"domain_scores_gemma":[0.9629245,0.01789664,0.009672307,0.001567399,0.006984071,0.0009551843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001341401,0.00003587404,0.9662966,0.0002991561,0.0001511019,0.0001312874,0.006227254,0.0006334151,0.001602082,0.000323618,0.003356932,0.02080859],"study_design_scores_gemma":[0.000006081321,0.00008964271,0.9882174,0.00008560761,0.00003700574,0.0001038414,0.006057182,0.001164413,0.0003922406,0.0002436816,0.003575845,0.0000270493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840471,0.0002104353,0.001403559,0.000257951,0.00002393086,0.0001211394,0.003701651,0.00001603302,0.0102182],"genre_scores_gemma":[0.9938558,0.0002406749,0.001944625,0.0001299221,0.00003802112,0.0002223234,0.002607823,0.000008350801,0.0009524549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007631553,"threshold_uncertainty_score":0.03003836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771322323335654,"score_gpt":0.2786492500301489,"score_spread":0.2509360267967924,"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."}}