{"id":"W3215797231","doi":"10.1093/aje/kwab282","title":"Profiles in Epidemiology: Dr. Larry Svenson","year":2021,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Government (linguistics); Bachelor; Metropolitan area; Christian ministry; Library science; Political science; Public health; Public administration; Gerontology; Sociology; Medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02486154,0.0001320686,0.001781001,0.0002140222,0.00003264348,0.000001040121,0.00008661932,0.0001350625,0.0002363436],"category_scores_gemma":[0.0231788,0.0001064717,0.0005737129,0.0003795797,0.0002913192,0.00005779539,0.00003277283,0.0007506268,0.00003326785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001454777,"about_ca_system_score_gemma":0.0004470012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006013257,"about_ca_topic_score_gemma":0.00001240052,"domain_scores_codex":[0.9848988,0.01263618,0.001611155,0.0002540122,0.0001105331,0.0004893193],"domain_scores_gemma":[0.9958717,0.002281547,0.0009245565,0.0003014936,0.0002947164,0.00032601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001101826,0.0002137219,0.7177363,0.00009023972,0.0002653414,0.0006017745,0.0001159538,0.000105755,0.0003833802,0.001453567,0.003582176,0.2753416],"study_design_scores_gemma":[0.001594477,0.001331211,0.9263896,0.0003748228,0.0001213622,0.006509525,0.000567466,0.000141728,0.0001517471,0.004772781,0.057915,0.000130309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8683472,0.01145103,0.05087826,0.06731465,0.0006683844,0.0002237576,0.000002968291,0.00002164055,0.00109208],"genre_scores_gemma":[0.9481673,0.004758082,0.02947978,0.01638885,0.0007259651,0.00001240769,0.00002381025,0.00002602475,0.0004177636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2752113,"threshold_uncertainty_score":0.9850494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0729775923090644,"score_gpt":0.4132784397984022,"score_spread":0.3403008474893378,"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."}}