{"id":"W4206667606","doi":"10.1097/med.0000000000000534","title":"Editorial introduction","year":2020,"lang":"en","type":"article","venue":"Current Opinion in Endocrinology Diabetes and Obesity","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Section (typography); Medicine; Library science; Family medicine; Internal medicine; Gerontology; Medical education; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001293444,0.0001689523,0.0004629311,0.00009304233,0.00006349965,0.00001717158,0.0000729003,0.00009962182,0.00004529991],"category_scores_gemma":[0.0002347212,0.0001593544,0.0001295768,0.0001778515,0.0001334874,0.00009875862,0.0001028146,0.0004486556,0.00004028402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000312857,"about_ca_system_score_gemma":0.00003535394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006567121,"about_ca_topic_score_gemma":0.000004029629,"domain_scores_codex":[0.9986222,0.00008604924,0.0002441578,0.0004463213,0.0001983222,0.0004029527],"domain_scores_gemma":[0.999463,0.00003138721,0.00005193574,0.0002064517,0.00006512699,0.0001820666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001048817,0.0003190834,0.4807322,0.000899186,0.0001290254,0.000002033481,0.0002705447,0.00001026651,0.000164369,0.0004803605,0.1701692,0.3467188],"study_design_scores_gemma":[0.001987928,0.0002857404,0.28453,0.00006205155,0.0000470099,0.000003953783,0.00004397038,0.0001098556,0.0006096422,0.0001656301,0.7119934,0.000160822],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8776856,0.01084268,0.00005329711,0.003437969,0.1073073,0.0004631805,0.00001133076,0.0001185928,0.00008009276],"genre_scores_gemma":[0.8231425,0.004342371,0.0001155152,0.000158456,0.1720383,0.00005837328,0.0001140317,0.00002202923,0.000008478954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5418242,"threshold_uncertainty_score":0.6498284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02514354601744041,"score_gpt":0.2798838373801246,"score_spread":0.2547402913626842,"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."}}