{"id":"W2077856875","doi":"10.2105/ajph.2006.090738","title":"FRUSTRATIONS WITH FIDELIS: PROMISING IDEA, PROBLEMATIC APPROACH","year":2006,"lang":"en","type":"letter","venue":"American Journal of Public Health","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Research Chairs","keywords":"Medicine; Family medicine; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.198977,0.001323658,0.001788001,0.004627334,0.02839079,0.03016424,0.009839574,0.0306387,0.01122933],"category_scores_gemma":[0.2380517,0.00147772,0.002213191,0.002656967,0.08032415,0.04178313,0.02556809,0.06113348,0.004028301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02384788,"about_ca_system_score_gemma":0.03924085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006820472,"about_ca_topic_score_gemma":0.005907235,"domain_scores_codex":[0.797408,0.1355703,0.005937848,0.01092446,0.03940437,0.01075504],"domain_scores_gemma":[0.754283,0.1786555,0.006157745,0.01214293,0.02494008,0.02382081],"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":[0.00005480191,0.0001233691,0.0005545014,0.0001727428,0.00002409354,0.0004220931,0.01754988,0.0003049751,0.000135097,0.7085885,0.2424998,0.02957007],"study_design_scores_gemma":[0.00008117376,0.0001155141,0.0002615455,0.0007990617,0.00001771135,0.0008543454,0.01415203,0.001703964,0.0003206684,0.3463706,0.6351213,0.000202156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00395406,0.002369265,0.01274858,0.9460438,0.004839481,0.0001063641,0.00002318472,0.0002440473,0.0296712],"genre_scores_gemma":[0.1809227,0.002940036,0.03894213,0.7381523,0.005883654,0.001070463,0.00007139653,0.0008181193,0.03119925],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.198977,"threshold_uncertainty_score":0.9878039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08221907380888242,"score_gpt":0.3626331158606925,"score_spread":0.2804140420518101,"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."}}