{"id":"W4226211307","doi":"10.3354/meps14023","title":"Decoupling linked coral and fish trait structure","year":2022,"lang":"en","type":"article","venue":"Marine Ecology Progress Series","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Coral; Coral reef fish; Ecology; Coral reef; Trait; Reef; Habitat; Biology; Taxon; Ecosystem; Climate change; Geography","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":[0.0009450062,0.0002980704,0.000374348,0.0009417622,0.0003290513,0.0008129284,0.000312767,0.0004076153,0.004489033],"category_scores_gemma":[0.004566836,0.0002728301,0.0004686623,0.001067164,0.0006390903,0.0006090768,0.001192733,0.0007854485,0.0004030723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004647056,"about_ca_system_score_gemma":0.0004049398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004945155,"about_ca_topic_score_gemma":0.0141668,"domain_scores_codex":[0.999064,0.0002435941,0.00004184616,0.0003923104,0.0001456798,0.0001126674],"domain_scores_gemma":[0.9965448,0.001008444,0.001176183,0.0007321789,0.0002475365,0.0002908582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000155265,0.00006639333,0.9524785,0.00008139865,0.0003530274,0.00006408679,0.0003625145,0.0008784719,0.02714922,0.0006984278,0.0003423021,0.01737036],"study_design_scores_gemma":[8.367379e-7,0.00002204588,0.9987463,0.000002492838,0.00001643255,0.00002973548,0.00003918209,0.0005080084,0.0001971422,0.0002697376,0.0001636623,0.000004412376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924372,0.0002930102,0.004028398,0.00009128364,0.00001245975,0.00001868682,0.0007844742,0.00004518748,0.002289414],"genre_scores_gemma":[0.9979497,0.00005124379,0.0009507283,0.00006709891,0.000005131546,0.00001843312,0.0003740102,0.00001614014,0.00056763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004945155,"threshold_uncertainty_score":0.01501733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006052622287482596,"score_gpt":0.2018163532862712,"score_spread":0.1957637309987886,"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."}}