{"id":"W438901002","doi":"10.1007/978-3-0348-7603-2_22","title":"Commentary on the paper by Zhang et al. — Lack of evolution of epidemiologic “methods and concepts”","year":2004,"lang":"en","type":"book-chapter","venue":"Birkhäuser Basel eBooks","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Zhàng; Cohort; History; Genealogy; Epistemology; Psychology; Medicine; Philosophy; Pathology; Archaeology; China","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":[],"consensus_categories":[],"category_scores_codex":[0.003769755,0.000250566,0.0006049189,0.00006228986,0.0002710145,0.00001343901,0.0002666667,0.0003142395,0.0006105909],"category_scores_gemma":[0.00035562,0.0001778063,0.0001728533,0.00001851382,0.001076899,0.00004783861,0.00008732986,0.0003878468,0.000006023331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002123234,"about_ca_system_score_gemma":0.0003018897,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01188799,"about_ca_topic_score_gemma":0.001175043,"domain_scores_codex":[0.9975757,0.0008522932,0.000593139,0.0003029356,0.0003332469,0.0003426739],"domain_scores_gemma":[0.9961023,0.002890503,0.0004637579,0.0003251586,0.00008336187,0.0001349476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002568576,0.00001455231,0.0004040177,0.0001031581,0.00004104332,9.179815e-7,0.001193114,0.000001185622,0.00003503265,0.8366248,0.1588752,0.002681323],"study_design_scores_gemma":[0.00028486,0.0001060992,0.0005350821,0.0004878601,0.00004217754,2.911536e-7,0.0008841624,0.000003273895,0.00008938154,0.07755172,0.919804,0.0002110828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001201446,0.004454399,0.0004827726,0.1359698,0.0005619327,0.001393569,0.0004986658,0.00007340192,0.8553641],"genre_scores_gemma":[0.06811151,0.005721635,0.004878393,0.749006,0.0004034782,0.00009760742,0.00008110009,0.0001375087,0.1715628],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7609289,"threshold_uncertainty_score":0.9946919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1101625499244551,"score_gpt":0.429239375686529,"score_spread":0.3190768257620739,"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."}}