{"id":"W2108684675","doi":"10.1093/ije/31.5.1027","title":"Commentary: Epidemiology on the side of the angels","year":2002,"lang":"en","type":"letter","venue":"International Journal of Epidemiology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Epidemiology; Medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.008237192,0.001455986,0.003139735,0.001534386,0.00514886,0.006748265,0.003986907,0.09545854,0.01058186],"category_scores_gemma":[0.05975056,0.001361432,0.001936244,0.001692579,0.004098177,0.00590607,0.002421625,0.06712718,0.007388109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006316364,"about_ca_system_score_gemma":0.006257641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009615862,"about_ca_topic_score_gemma":0.01560476,"domain_scores_codex":[0.9919878,0.003239299,0.0009302882,0.001066132,0.001987569,0.0007888706],"domain_scores_gemma":[0.9681158,0.0192586,0.002562618,0.0006317822,0.005497788,0.003933428],"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":[0.00005867134,0.00001310589,0.000260338,0.00006329683,0.00001971755,0.0004673271,0.00007929175,0.00002588729,0.00003913487,0.0008431228,0.9960765,0.002053621],"study_design_scores_gemma":[0.0002627007,0.0000672869,0.001666577,0.001020549,0.0001052042,0.001578225,0.0009126149,0.0003302014,0.0001724754,0.00570682,0.9880778,0.00009945734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008093521,0.000837084,0.00002707086,0.9685569,0.02969474,0.000004204559,0.00002650678,0.000008214591,0.0007644522],"genre_scores_gemma":[0.00111989,0.0005021516,0.00006130961,0.9489945,0.04679709,0.00001423189,0.00001521951,0.00001251219,0.002483004],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09545854,"threshold_uncertainty_score":0.04582864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1156914961287114,"score_gpt":0.3663222482437002,"score_spread":0.2506307521149888,"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."}}