{"id":"W2893632004","doi":"10.1016/s1473-3099(18)30539-5","title":"Availability of essential diagnostics in primary care in India","year":2018,"lang":"en","type":"letter","venue":"The Lancet Infectious Diseases","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Malaria; Family medicine; Diagnostic test; Essential medicines; Public health; Primary care; Health care; Pediatrics; Nursing; Pathology; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002109667,0.0001018678,0.0003048335,0.0006529111,0.002124518,0.002446807,0.001692269,0.005618718,0.005742594],"category_scores_gemma":[0.01748395,0.0005002016,0.000468183,0.00144243,0.001436164,0.001446963,0.002033887,0.006708421,0.0004641469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006038824,"about_ca_system_score_gemma":0.008874135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1692906,"about_ca_topic_score_gemma":0.2889532,"domain_scores_codex":[0.994869,0.001088275,0.000788742,0.0003677662,0.0008903194,0.001995831],"domain_scores_gemma":[0.9563605,0.0188204,0.008904156,0.001061279,0.005032893,0.00982081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004707429,0.0003000044,0.7729628,0.0009461672,0.0001207496,0.01279933,0.008545148,0.0004267686,0.001127926,0.005762681,0.1618645,0.03467314],"study_design_scores_gemma":[0.0001220452,0.0003103377,0.9019017,0.001516405,0.0001138749,0.005543625,0.02591308,0.001047902,0.0003583569,0.002464733,0.06059311,0.0001148643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2043347,0.003428173,0.000185026,0.7748364,0.00131848,0.00002890705,0.001121644,0.00003920071,0.0147075],"genre_scores_gemma":[0.8397755,0.001641411,0.0002589739,0.1526149,0.002775792,0.00002530173,0.0001773033,0.00002293643,0.002707847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1692906,"threshold_uncertainty_score":0.3366103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.215460010610333,"score_gpt":0.4640524459861131,"score_spread":0.2485924353757801,"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."}}