{"id":"W3037770108","doi":"10.1093/ije/dyaa096","title":"Commentary: Cynical epidemiology","year":2020,"lang":"en","type":"letter","venue":"International Journal of Epidemiology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Value (mathematics); Public relations; Simple (philosophy); Law and economics; Positive economics; Political science; Psychology; Sociology; Economics; Computer science; Epistemology","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity","insufficient_payload"],"category_scores_codex":[0.02958127,0.000598725,0.003588146,0.0005852625,0.0003006441,0.000006897903,0.002901252,0.002951157,0.002859179],"category_scores_gemma":[0.1763736,0.000491967,0.00091004,0.0001519018,0.0007090943,0.0003472935,0.0008041798,0.02230243,0.001256939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001413099,"about_ca_system_score_gemma":0.001499547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001256425,"about_ca_topic_score_gemma":0.00007606415,"domain_scores_codex":[0.9241792,0.06416307,0.008607719,0.0007850149,0.0007377662,0.00152723],"domain_scores_gemma":[0.8633078,0.122131,0.0113416,0.0005925146,0.002060275,0.0005668512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003743757,0.00004855443,0.06434086,0.0001871567,0.001029774,0.001830219,0.0002675544,0.00000587638,0.000005118686,0.002829957,0.9259853,0.003095205],"study_design_scores_gemma":[0.0009593591,0.0004065778,0.004099585,0.0005800877,0.0001375556,0.0004390064,0.0001439484,0.00005430459,4.254752e-7,0.05409005,0.9387776,0.0003114786],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000420126,0.002516465,0.004068918,0.9664211,0.02424596,0.000460447,0.0003023002,0.00006110822,0.00150355],"genre_scores_gemma":[0.0008854265,0.00258653,0.007702148,0.9242566,0.06338359,0.00003952355,0.0006487244,0.00009376594,0.0004036596],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1467923,"threshold_uncertainty_score":0.9997532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.809359511821499,"score_gpt":0.6456829897729992,"score_spread":0.1636765220484998,"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."}}