{"id":"W4406579323","doi":"10.1016/s1541-9800(11)70567-1","title":"10.1016/s1541-9800(11)70567-1","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Biosimilar; Drug approval; Medicine; Business; Pharmacology; Drug; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002586728,0.0001724564,0.0002668584,0.00006131054,0.0001096418,0.00001808338,0.0002629904,0.0002699261,0.9992396],"category_scores_gemma":[0.00006295753,0.0001390589,0.0001089577,0.0001857112,0.00013431,0.00003862507,0.00005820243,0.0001993902,0.9947571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001965992,"about_ca_system_score_gemma":0.0000202137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002321145,"about_ca_topic_score_gemma":4.865262e-7,"domain_scores_codex":[0.9988855,0.0001601107,0.0002193708,0.0003022159,0.00003364487,0.0003992289],"domain_scores_gemma":[0.9994382,0.0001157635,0.00002682029,0.0003202269,0.00003691247,0.0000621129],"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":[0.0001042914,0.00006495698,2.799645e-7,0.00000290975,0.00004546101,0.000002973393,0.000005466188,9.059354e-7,0.002840798,0.000004510856,0.5547373,0.4421901],"study_design_scores_gemma":[0.0003555594,0.000211879,0.00005443865,0.00001241111,0.00004614109,0.00002521724,0.000001070765,0.000006737746,0.005393575,0.00002549327,0.9936643,0.0002032405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003126209,0.0004309401,0.000003439735,0.001515775,0.000007414207,0.0001467517,0.00003900136,0.0001129112,0.9974312],"genre_scores_gemma":[0.0001259848,9.787004e-7,0.0005042254,0.0003639644,0.00006124077,0.000009630579,0.00002219026,0.00001670229,0.9988951],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4419869,"threshold_uncertainty_score":0.5670657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009376585117663799,"score_gpt":0.2105459954395594,"score_spread":0.2011694103218956,"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."}}