{"id":"W4322730966","doi":"10.1371/journal.pclm.0000095","title":"Climate warming erodes tropical reef habitat through frequency and intensity of episodic hypoxia","year":2023,"lang":"en","type":"article","venue":"PLOS Climate","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"Natural Sciences and Engineering Research Council of Canada; Smithsonian Tropical Research Institute; Canada Foundation for Innovation; Smithsonian Institution; National Science Foundation","keywords":"Hypoxia (environmental); Coral reef; Environmental science; Habitat; Ecosystem; Global warming; Reef; Climate change; Ecology; Oceanography; Effects of global warming on oceans; Marine ecosystem; Habitat destruction; Ocean acidification; Atmospheric sciences; Oxygen; Biology; Geology; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001367326,0.0002029692,0.000153889,0.000239025,0.0002443516,0.0003913907,0.0002108581,0.0001980382,0.001321083],"category_scores_gemma":[0.0003916005,0.00009457095,0.000201901,0.0001994743,0.0003323618,0.0002472534,0.0005553127,0.0002001913,0.00008095135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004204692,"about_ca_system_score_gemma":0.0003136416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009964491,"about_ca_topic_score_gemma":0.02458233,"domain_scores_codex":[0.9999136,0.00001971533,0.00000597049,0.00002330292,0.00001437123,0.00002305787],"domain_scores_gemma":[0.9997287,0.00003627326,0.0001271013,0.00002876309,0.00002370287,0.00005550918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002863875,0.00008133657,0.8955484,0.00008044441,0.0001062157,0.0001492708,0.0003305671,0.002894442,0.09411559,0.000294746,0.000158731,0.005953855],"study_design_scores_gemma":[0.000002103058,0.00007651345,0.9979095,0.000002725873,0.00001279588,0.00003973196,0.0001284604,0.0008011559,0.0007916016,0.0000480195,0.0001843145,0.000002987694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990292,0.00004503766,0.0001491526,0.00001831441,0.000001288869,0.000003155266,0.00008997046,0.000005110915,0.0006588839],"genre_scores_gemma":[0.9996773,0.00004586332,0.0001032481,0.00001429426,0.000001404147,0.000003259315,0.00006633298,0.000001758401,0.00008649578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009964491,"threshold_uncertainty_score":0.019813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.031514064766042,"score_gpt":0.2443317123505606,"score_spread":0.2128176475845186,"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."}}