{"id":"W4399767734","doi":"10.54097/98qm7j97","title":"Impact of Climate Change on Marine Coral Reef Communities","year":2024,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Coral reef; Coral bleaching; Ocean acidification; Reef; Climate change; Resilience of coral reefs; Effects of global warming on oceans; Environmental science; Global warming; Oceanography; Marine ecosystem; Environmental issues with coral reefs; Coral; Effects of global warming; Ecosystem; Coral reef organizations; Global change; Coral reef protection; Ecology; 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":[0.0001883376,0.000104697,0.0001475039,0.0003931771,0.00007222675,0.00001883531,0.0002080913,0.00004447171,0.0000313338],"category_scores_gemma":[0.0000166997,0.00007360178,0.00001975168,0.001059616,0.0004036209,0.0001528867,0.0006202962,0.0001266915,0.00005760447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009883569,"about_ca_system_score_gemma":0.000005532456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006110679,"about_ca_topic_score_gemma":0.0001844912,"domain_scores_codex":[0.9993094,0.000004296274,0.0001278869,0.0001735056,0.0001173355,0.0002675645],"domain_scores_gemma":[0.999735,0.0000352729,0.00001760589,0.0001765131,0.00000627363,0.00002932624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002718093,0.0001626123,0.5984244,0.0001979723,0.00002793507,0.0001089361,0.002048024,0.0007060647,0.01822857,0.2833569,0.000223283,0.09648813],"study_design_scores_gemma":[0.0002690838,0.0009817058,0.9497837,0.00039203,0.00000959453,0.00007149397,0.0002191025,0.03590589,0.001992213,0.001738578,0.008233231,0.0004033813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966111,0.000112681,0.000005136648,0.0004386287,0.0002092579,0.0000855483,0.000005123795,0.0001421112,0.002390411],"genre_scores_gemma":[0.9991052,0.0006450994,0.0001675874,0.000003211416,0.00001572148,0.00002356487,5.863031e-7,0.000005601431,0.00003346481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3513593,"threshold_uncertainty_score":0.3001393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01182743318019657,"score_gpt":0.2383987428582015,"score_spread":0.2265713096780049,"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."}}