{"id":"W6964104029","doi":"10.25384/sage.c.5124674.v1","title":"Missed opportunities within healthcare for an earlier diagnosis of HIV","year":2020,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human immunodeficiency virus (HIV); HIV diagnosis; Health care; MEDLINE; Public health; Healthcare system; Clinical diagnosis","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001596044,0.0005922732,0.001281822,0.0006126407,0.0001136143,0.0002126731,0.002929928,0.00046345,0.01636349],"category_scores_gemma":[0.0007340515,0.0005563861,0.0001749971,0.0002902524,0.0001672138,0.0005473685,0.0005718999,0.0007300582,0.0003086098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006914877,"about_ca_system_score_gemma":0.0008304756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000874677,"about_ca_topic_score_gemma":0.001468619,"domain_scores_codex":[0.9961135,0.000498853,0.001115563,0.0008296664,0.0008868036,0.0005555953],"domain_scores_gemma":[0.9935496,0.0002081269,0.002369844,0.002914549,0.0001621921,0.000795622],"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":[0.00009203174,0.0001443214,0.0005062357,0.0007925998,0.0004698063,0.00008602574,0.0004665348,9.277703e-7,0.0001304908,0.00001306268,0.9809002,0.0163978],"study_design_scores_gemma":[0.0009968386,0.0002560002,0.00007198946,0.009947815,0.000390285,0.00003452424,0.001599884,0.0001403333,0.0001494516,0.0001690518,0.9856396,0.0006041919],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.00005202418,0.1810222,0.0006450138,0.01271816,0.0009902134,0.002941289,0.7683813,0.0005603668,0.03268943],"genre_scores_gemma":[0.001167151,0.2208576,0.05852915,0.009886233,0.01192061,0.0006810321,0.08048101,0.01834699,0.5981303],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.6879003,"threshold_uncertainty_score":0.9996887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3585241661330777,"score_gpt":0.3938442945147082,"score_spread":0.03532012838163051,"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."}}