{"id":"W4386332198","doi":"10.20944/preprints202308.2094.v1","title":"Practical Management of Biosimilar Use in Inflammatory Bowel Disease (IBD): A Global Survey and an International Delphi Consensus","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Lunenfeld-Tanenbaum Research Institute; Western University","funders":"UCB Pharma; Janssen Pharmaceuticals; Genentech; Norgine; Celltrion; Astellas Pharma; Eisai; Mitsubishi Tanabe Pharma Corporation; Celgene; Pfizer; Biogen; EA Pharma Co., Ltd.; Gilead Sciences; Seres Therapeutics; AstraZeneca; Eli Lilly and Company; Samsung; Bristol-Myers Squibb; Dr. Falk Pharma; Vifor Pharma; Hospital for Sick Children; Kyorin Pharmaceutical; Tillotts Pharma; Amgen; Novo Nordisk; Falk Foundation; National Science Foundation","keywords":"Biosimilar; Inflammatory bowel disease; Delphi method; Medicine; Delphi; Health care; Inflammatory Bowel Diseases; Knowledge management; Intensive care medicine; Disease; Business; Computer science; Economics; Economic growth","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.002169675,0.0003693363,0.0004973942,0.0001753903,0.00005013177,0.00003128017,0.0005158887,0.000637245,0.0003179321],"category_scores_gemma":[0.001170087,0.0003594341,0.0001471346,0.0001449305,0.0005868232,0.00009512209,0.002904572,0.000801487,0.0001199332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001240479,"about_ca_system_score_gemma":0.0001643413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004626591,"about_ca_topic_score_gemma":0.000296067,"domain_scores_codex":[0.9963621,0.00118065,0.0008216148,0.001102978,0.0001364393,0.000396203],"domain_scores_gemma":[0.9979299,0.0004456151,0.0003358444,0.0009708443,0.000182875,0.0001348996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001172759,0.0004264193,0.9936785,0.0002486008,0.0007455499,0.0002351942,0.00004679422,0.00003153233,0.0008030612,0.00216287,0.0002398928,0.0002088287],"study_design_scores_gemma":[0.0008670764,0.00002509281,0.9948623,0.0002623167,0.0001478524,0.00001222185,0.0000783806,0.0001613065,0.0008848686,0.00149407,0.0008690721,0.0003354909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950781,0.0001797199,0.0001051508,0.001412518,0.001161517,0.0006450516,0.001016374,0.00009371758,0.0003078925],"genre_scores_gemma":[0.996434,0.0007819505,0.001782774,0.0001601941,0.00002936499,0.00005775573,0.0002710859,0.00002792817,0.0004549327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002388684,"threshold_uncertainty_score":0.9998857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.239380236649462,"score_gpt":0.4312221232055468,"score_spread":0.1918418865560848,"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."}}