{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005791649,0.0002340004,0.0001653865,0.0008158917,0.0006554405,0.0007646333,0.0002190014,0.0004749661,0.001887135],"category_scores_gemma":[0.001839033,0.00007940693,0.0003521236,0.0009959874,0.0004426936,0.0005929815,0.001182127,0.0003602751,0.0001820044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001008751,"about_ca_system_score_gemma":0.000856779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02560482,"about_ca_topic_score_gemma":0.02675175,"domain_scores_codex":[0.9994909,0.0001824277,0.0000264141,0.00006154372,0.0001130581,0.000125666],"domain_scores_gemma":[0.9990227,0.0001638446,0.0002771138,0.00005681786,0.0002376031,0.0002419444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002587793,0.0001600125,0.8897585,0.0002550349,0.0003897939,0.0008646682,0.001218463,0.02672304,0.008501821,0.004106208,0.003868159,0.06389551],"study_design_scores_gemma":[0.00001133139,0.0001469233,0.9719822,0.00005836185,0.0000978235,0.0001577352,0.002998226,0.01285157,0.0007165399,0.002292644,0.008653108,0.00003352823],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839775,0.001642001,0.0009918966,0.001458751,0.00008750123,0.00002167601,0.001332902,0.00003209053,0.01045571],"genre_scores_gemma":[0.9982874,0.000832493,0.000208882,0.0001244319,0.00002301521,0.000009785374,0.0001822582,0.00000305357,0.0003287454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02560482,"threshold_uncertainty_score":0.05091155,"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."}}