{"id":"W2149631733","doi":"10.1093/aje/kwm160","title":"The General Epidemiologist: Is There a Place in Today's Epidemiology?","year":2007,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; National Institutes of Health","keywords":"Epidemiology; Public health; Quarter (Canadian coin); Phenomenon; Inclusion (mineral); Medicine; Field (mathematics); Gerontology; Social science; Sociology; History; Pathology; Epistemology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03014476,0.0007394038,0.001946123,0.001650191,0.00850539,0.01021351,0.004413751,0.03148985,0.002732417],"category_scores_gemma":[0.08715205,0.0007242092,0.001094492,0.001724865,0.02671866,0.01232663,0.003757201,0.03860252,0.001053395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00894899,"about_ca_system_score_gemma":0.01716135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02025398,"about_ca_topic_score_gemma":0.05362655,"domain_scores_codex":[0.9787272,0.0124084,0.001504119,0.001768977,0.004305516,0.001285789],"domain_scores_gemma":[0.9090437,0.06123622,0.003856713,0.001772813,0.01358504,0.01050549],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008782324,0.00006924912,0.004638894,0.001078139,0.00006879729,0.001739315,0.007126818,0.0001486894,0.000299793,0.03436858,0.9028381,0.04753581],"study_design_scores_gemma":[0.0001257511,0.0001985609,0.01086611,0.005819947,0.00009389858,0.003466707,0.03635668,0.0004620304,0.0002099836,0.08117659,0.8610131,0.0002107201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002024464,0.00684564,0.0001072795,0.9805901,0.01181266,0.000002255252,0.000002438149,0.000004615705,0.0004326229],"genre_scores_gemma":[0.009608056,0.01265549,0.0006654103,0.9128202,0.06244932,0.00001742084,0.000009014744,0.00001611752,0.001759008],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9698552,"threshold_uncertainty_score":0.1594226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125673807446625,"score_gpt":0.5066559907729073,"score_spread":0.3809821833262823,"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."}}