{"id":"W2027580314","doi":"10.1371/journal.pone.0006003","title":"Pilot Study of Essential Drug Quality in Two Major Cities in India","year":2009,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Pharmaceutical Quality and Counterfeiting","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Institute of Population and Public Health","funders":"","keywords":"Counterfeit Drugs; Government (linguistics); Enforcement; Counterfeit; Medicine; Pharmacy; Product (mathematics); Environmental health; Business; Toxicology; Geography; Mathematics; Biology; Family 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007873462,0.00009219664,0.0004078977,0.0001358209,0.00001764572,0.00000762043,0.00008175721,0.00001369549,0.00009155479],"category_scores_gemma":[0.0002100327,0.0000914188,0.00002097006,0.0002346082,0.00004004052,0.00007415035,0.00002968462,0.0003107165,0.000009135422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004943142,"about_ca_system_score_gemma":0.00003781282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000952983,"about_ca_topic_score_gemma":0.0007080713,"domain_scores_codex":[0.9984713,0.0002218725,0.0005060338,0.0001738798,0.0004203907,0.0002065156],"domain_scores_gemma":[0.9994973,0.000151402,0.00007733292,0.0001661135,0.00004531594,0.00006251271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002948225,0.07374647,0.666488,0.0006966796,0.0001916975,0.0001270969,0.01387025,0.000002676767,0.2394314,0.001694235,0.00001947735,0.0007837706],"study_design_scores_gemma":[0.00946285,0.001485937,0.9197618,0.000672596,0.0001298833,0.000001093827,0.005170069,0.0001211099,0.06185509,0.001181938,0.000001414503,0.0001561798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959067,0.00008823568,0.000002309785,0.0005433235,0.00001754798,0.0004379655,0.000004769037,0.00002442003,0.002974734],"genre_scores_gemma":[0.9990413,0.000009413665,0.00007160928,0.0006513342,0.00008296144,0.00001280701,0.000004470148,0.000006243882,0.0001198854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2532738,"threshold_uncertainty_score":0.372795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1519889135255722,"score_gpt":0.4048380791229563,"score_spread":0.2528491655973841,"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."}}