{"id":"W48615547","doi":"","title":"Scientific and Standard English Names of Amphibians and Reptiles of North America North of Mexico: Update","year":2003,"lang":"en","type":"article","venue":"Smithsonian Digital Repository (Smithsonian Institution)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Taxon; Geography; Index (typography); Archaeology; Zoology; Library science; Ecology; Biology; Computer science; World Wide Web","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0001386496,0.0002786044,0.0004693624,0.0001245839,0.0003069703,0.0001787202,0.0002356805,0.00007897183,0.0003265813],"category_scores_gemma":[0.0003063548,0.0002665143,0.0001220034,0.0006757092,0.003830992,0.0009151972,0.0001731104,0.0001300957,0.00001557017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002183653,"about_ca_system_score_gemma":0.0001238105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008655558,"about_ca_topic_score_gemma":0.0006330783,"domain_scores_codex":[0.9976752,0.00005777782,0.0006998095,0.0005714283,0.0006387405,0.0003570523],"domain_scores_gemma":[0.9985299,0.0000466204,0.0005054286,0.0004962211,0.0001732803,0.0002486176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005672003,0.0001410843,0.9923024,0.00007924337,0.00003832458,0.00001034768,0.0007232807,0.00005650306,0.00004511797,0.001538001,0.0004549539,0.004554037],"study_design_scores_gemma":[0.0005006019,0.0002265465,0.980756,0.00007048619,0.00004595019,0.00003427758,0.001099591,0.00001365238,0.006148522,0.00005530017,0.01077647,0.0002725919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727553,0.0002726065,0.0001810329,0.00002951175,0.000304457,0.0002705882,0.0009039351,0.00004890078,0.02523366],"genre_scores_gemma":[0.999253,0.0001081508,0.0002860271,0.00002567383,0.0000153142,0.00001043858,0.000003885123,0.00001789507,0.0002795626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02649775,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006842978059159056,"score_gpt":0.1943617041753911,"score_spread":0.187518726116232,"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."}}