{"id":"W3135530416","doi":"10.1038/s41559-020-01342-7","title":"Habitat loss and range shifts contribute to ecological generalization among reef fishes","year":2021,"lang":"en","type":"article","venue":"Nature Ecology & Evolution","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":92,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Ecology; Habitat; Range (aeronautics); Reef; Biology; Geography; Fishery","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":[0.0002144553,0.0001301448,0.0002135531,0.00002914773,0.0002475789,0.0000191048,0.00008187565,0.0003363737,0.0003858341],"category_scores_gemma":[0.0004177033,0.0001136194,0.00004121743,0.0002440883,0.0001173543,0.0001522137,0.0004108226,0.0002322673,0.0001128995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000318457,"about_ca_system_score_gemma":0.00001204822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007773114,"about_ca_topic_score_gemma":0.02883799,"domain_scores_codex":[0.9988748,0.0001268737,0.0001754102,0.0004021448,0.000132565,0.0002882054],"domain_scores_gemma":[0.9995858,0.00008988001,0.00006004822,0.0001258245,0.00004394414,0.0000945058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001849026,0.00005112505,0.9734987,0.000006341338,0.00001351529,0.00002862483,0.00005061538,0.00006102154,0.0005482382,0.0005768439,0.02487868,0.0002678238],"study_design_scores_gemma":[0.0003417623,0.0001056111,0.9891625,0.000005698011,0.00002200933,0.00001976189,0.00002739571,0.0003481952,0.00008178075,0.001221593,0.008530363,0.0001332987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926783,0.000387635,0.0002567872,0.004516334,0.0006811177,0.0002743318,0.00001277857,0.00005259965,0.00114005],"genre_scores_gemma":[0.9975169,0.00005737389,0.0003059236,0.0007436082,0.0001236644,0.00005494337,0.00003134426,0.000006446927,0.001159806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02876026,"threshold_uncertainty_score":0.9888832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004170731201701273,"score_gpt":0.2076000084089262,"score_spread":0.2034292772072249,"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."}}