{"id":"W2111376024","doi":"10.1093/ije/dym266","title":"Commentary: Lack of scientific influences on epidemiology","year":2008,"lang":"en","type":"letter","venue":"International Journal of Epidemiology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Epidemiology; Medicine; MEDLINE; Environmental health; Family medicine; Biology; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0281258,0.001697853,0.004263205,0.003289314,0.01169732,0.01102383,0.007140017,0.1698853,0.0130828],"category_scores_gemma":[0.1901148,0.002481159,0.003101269,0.00357568,0.009316168,0.00878059,0.005741894,0.1100912,0.01144132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01324999,"about_ca_system_score_gemma":0.02003045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01908583,"about_ca_topic_score_gemma":0.02949478,"domain_scores_codex":[0.96911,0.01008189,0.004997885,0.003392108,0.009447943,0.002970191],"domain_scores_gemma":[0.7685263,0.1663071,0.0147876,0.003995338,0.03283249,0.01355126],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003338863,0.00001073774,0.0002199639,0.0001031899,0.00002608734,0.0003100495,0.0001897342,0.0000231481,0.00003585135,0.001464287,0.9954705,0.00211303],"study_design_scores_gemma":[0.0002616279,0.00005396115,0.001611424,0.002579613,0.0002281537,0.001028262,0.001334942,0.0004157178,0.0002352404,0.01121307,0.9809048,0.0001331536],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008605747,0.0005010374,0.00003068731,0.969634,0.02888928,0.000006359641,0.00003688966,0.000009139108,0.0008064989],"genre_scores_gemma":[0.0009587061,0.0003272238,0.00008728976,0.9493976,0.04738785,0.00002348136,0.00001351204,0.0000156947,0.001788598],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9718742,"threshold_uncertainty_score":0.1487452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8323210141192017,"score_gpt":0.6475486339391515,"score_spread":0.1847723801800502,"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."}}