{"id":"W2245303227","doi":"","title":"Будущее технологий биофармацевтического производства","year":2011,"lang":"ru","type":"article","venue":"Биофармацевтический журнал","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002427937,0.002120944,0.002598223,0.0008170225,0.001100403,0.0001919805,0.002584074,0.0035821,0.06115762],"category_scores_gemma":[0.0006913295,0.001920484,0.001534457,0.001599107,0.002865457,0.0005771416,0.001273141,0.003240637,0.01421725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003167124,"about_ca_system_score_gemma":0.0005729307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008112362,"about_ca_topic_score_gemma":0.0001721686,"domain_scores_codex":[0.9883748,0.001914392,0.002638,0.002864152,0.0004715247,0.003737076],"domain_scores_gemma":[0.9940066,0.0005949058,0.001032126,0.002993241,0.0005963281,0.0007767886],"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":[0.007282594,0.01284438,0.03459917,0.001665112,0.0108697,0.001523942,0.01250922,0.000004656823,0.1399881,0.1248519,0.4076559,0.2462053],"study_design_scores_gemma":[0.007710917,0.003682962,0.04636873,0.0009058352,0.002979357,0.0009215588,0.002517694,0.0001388985,0.1779233,0.0124148,0.7391178,0.005318126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07400807,0.06823468,0.006977416,0.006696658,0.03073003,0.004430895,0.001933069,0.002196241,0.8047929],"genre_scores_gemma":[0.8607657,0.003637337,0.01319431,0.007198752,0.001551782,0.0001591791,0.0002074253,0.0004735924,0.1128119],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7867576,"threshold_uncertainty_score":0.9998482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08372434923710434,"score_gpt":0.2866673650347424,"score_spread":0.202943015797638,"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."}}