{"id":"W7098255550","doi":"","title":"Dear Colleague IMPROVING THE DETECTION AND DIAGNOSIS OF HIV IN NON-HIV SPECIALTIES","year":2007,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); Medical diagnosis; Audit; Quarter (Canadian coin); Public health; HIV diagnosis; Health care","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002411387,0.0005548185,0.0007724076,0.001659396,0.00165073,0.002217113,0.001056959,0.005178069,0.02793411],"category_scores_gemma":[0.02779075,0.0004381308,0.0005656753,0.0006576073,0.000696602,0.003332902,0.001149094,0.007704457,0.01548008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001659261,"about_ca_system_score_gemma":0.002117668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005615905,"about_ca_topic_score_gemma":0.008654207,"domain_scores_codex":[0.9984376,0.0004619859,0.0001331234,0.0003339516,0.0004297317,0.0002036824],"domain_scores_gemma":[0.9831923,0.002476295,0.0006481006,0.0003159601,0.008873848,0.004493515],"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":[0.00004192494,0.00004410519,0.003181853,0.0001260971,0.00001007303,0.0006110122,0.0001372002,0.00003306273,0.00009806632,0.0001898195,0.967158,0.02836873],"study_design_scores_gemma":[0.00008375887,0.0002331582,0.01313732,0.001007951,0.0000588623,0.01303675,0.002710419,0.0004254665,0.0007484088,0.002935534,0.9654722,0.0001501603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002233833,0.0118151,0.001429599,0.8727487,0.1030657,0.00004979519,0.0003183808,0.000154822,0.008184137],"genre_scores_gemma":[0.0332858,0.02305638,0.004096827,0.7815619,0.08028897,0.0001228264,0.0002989678,0.0002274161,0.07706096],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9720659,"threshold_uncertainty_score":0.09344888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02101317879849932,"score_gpt":0.1907586388976333,"score_spread":0.169745460099134,"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."}}