{"id":"W4328049008","doi":"10.1111/gcb.16647","title":"Coral adaptive capacity insufficient to halt global transition of coral reefs into net erosion under climate change","year":2023,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Royal Society Te Apārangi; Royal Society","keywords":"Coral; Coral reef; Reef; Climate change; Resilience of coral reefs; Environmental science; Ocean acidification; Ecosystem; Representative Concentration Pathways; Ecology; Oceanography; Biology; Climate model; Geology","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":[0.0008162039,0.0005333463,0.0002623931,0.0003593632,0.0003765253,0.001379644,0.000576404,0.0007825412,0.002788603],"category_scores_gemma":[0.003337129,0.0003155759,0.0009175853,0.0004525966,0.0006857655,0.001337792,0.001322168,0.0006523497,0.0002573016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001214281,"about_ca_system_score_gemma":0.001027298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01645571,"about_ca_topic_score_gemma":0.009993355,"domain_scores_codex":[0.999676,0.00005701709,0.0000217872,0.00009516402,0.00005435112,0.00009563841],"domain_scores_gemma":[0.9991189,0.0002022368,0.0002406034,0.0001411681,0.0001370828,0.0001600597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003554887,0.00004796439,0.5799875,0.0002767989,0.0006069154,0.0004208999,0.0002262287,0.3571954,0.02435806,0.01125442,0.001873776,0.02339653],"study_design_scores_gemma":[0.00009584506,0.0003090687,0.6764891,0.00009488096,0.0003553094,0.0005652433,0.0006573939,0.289201,0.006107626,0.01896228,0.007040774,0.0001215588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891648,0.0004593508,0.002945716,0.000897467,0.00002285105,0.000008280854,0.0007064985,0.0001111931,0.005683735],"genre_scores_gemma":[0.9992056,0.00008487671,0.0003127961,0.0000504538,0.000003422388,0.000004817713,0.0001517957,0.000008951999,0.0001771849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01645571,"threshold_uncertainty_score":0.03271985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08702627192627668,"score_gpt":0.2891244930228257,"score_spread":0.202098221096549,"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."}}