{"id":"W1975861201","doi":"10.1016/s1473-3099(12)70080-4","title":"Pharmaceutical quality: an urgent and unresolved issue","year":2012,"lang":"en","type":"letter","venue":"The Lancet Infectious Diseases","topic":"Pharmaceutical Quality and Counterfeiting","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"British Columbia Children's Hospital","funders":"","keywords":"Counterfeit; Counterfeit Drugs; Casual; Declaration; Medicine; Political science; Advertising; Internet privacy; Business; Law; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006917169,0.0004213245,0.0009237911,0.0000756601,0.000261152,0.0001177827,0.0002181355,0.0003608709,0.001804301],"category_scores_gemma":[0.0005639595,0.0002887208,0.00020109,0.0001334002,0.0003951747,0.0001487662,0.0001507736,0.002062453,0.0001812039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009873906,"about_ca_system_score_gemma":0.0001504501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008295462,"about_ca_topic_score_gemma":0.000004810855,"domain_scores_codex":[0.9969194,0.0007805899,0.0004346037,0.0004517662,0.0005602715,0.0008533641],"domain_scores_gemma":[0.9975786,0.0006975871,0.0001626529,0.0007117995,0.00009443109,0.000754952],"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":[0.0005696624,0.0006401727,0.03919259,0.002907187,0.0007823782,0.0002791075,0.0004021418,9.810572e-7,0.0002042585,0.0006210736,0.9372941,0.01710634],"study_design_scores_gemma":[0.001620986,0.0001262479,0.006667385,0.0001773591,0.001627374,0.0001864263,0.00005024163,0.00008726951,0.00007592617,0.0007608936,0.9882168,0.0004030481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05959475,0.01100297,0.00005840565,0.9156886,0.00116032,0.00112096,0.0004956259,0.0009257291,0.009952649],"genre_scores_gemma":[0.2046907,0.00082589,0.000007301331,0.7699232,0.0235648,0.00008328716,0.000311709,0.00006237043,0.0005308367],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1457654,"threshold_uncertainty_score":0.9999565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1455723668182419,"score_gpt":0.4309522641275721,"score_spread":0.2853798973093302,"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."}}