{"id":"W4405623162","doi":"","title":"CONTRACT MANUFACTURING OF PHARMACEUTICALS IN RUSSIA: PRACTICAL ASPECTS","year":2019,"lang":"ru","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Economic and Technological Developments in Russia","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"PricewaterhouseCoopers (Canada)","funders":"","keywords":"Business; Industrial organization; Commerce","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":[0.00424939,0.0004954666,0.001770319,0.0008649916,0.0002575407,0.0009478763,0.003752883,0.0005974757,0.07357937],"category_scores_gemma":[0.001099564,0.0004444781,0.0002988201,0.0009782334,0.0007373026,0.003230057,0.001669547,0.00152957,0.0002690771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004763991,"about_ca_system_score_gemma":0.0007388311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00164802,"about_ca_topic_score_gemma":0.0001351711,"domain_scores_codex":[0.9944224,0.0006723187,0.002106256,0.0008238715,0.0009880797,0.0009870665],"domain_scores_gemma":[0.9949687,0.001863397,0.002035218,0.0005460636,0.0001399506,0.0004466362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005091305,0.001529718,0.9080127,0.0002913296,0.0006411882,0.0002544161,0.0009755439,0.00006535646,0.01104078,0.0318922,0.005346137,0.03944148],"study_design_scores_gemma":[0.001524661,0.00002514596,0.8551849,0.00102081,0.0001110649,0.0000125503,0.0007490737,0.0000816811,0.06365366,0.04875849,0.02814797,0.0007300748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8566312,0.006491021,0.00003214177,0.001790313,0.001400743,0.001135036,0.00003215852,0.00004114072,0.1324463],"genre_scores_gemma":[0.9727055,0.025393,0.0004312053,0.0003763845,0.000138961,0.00002349514,0.000003146037,0.00004250716,0.0008858228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1315604,"threshold_uncertainty_score":0.9998007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3146951793671391,"score_gpt":0.5937822970759413,"score_spread":0.2790871177088022,"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."}}