{"id":"W2924683704","doi":"10.1007/s10067-019-04496-3","title":"PANLAR consensus statement on biosimilars","year":2019,"lang":"en","type":"article","venue":"Clinical Rheumatology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Rheumatology Association","funders":"","keywords":"Biosimilar; Medicine; Pharmacovigilance; Traceability; Delphi; Delphi method; Family medicine; Actuarial science; Adverse effect; Pharmacology; Business; Internal medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001492554,0.0002519247,0.0008791731,0.00008701384,0.00008254826,0.00001032694,0.0003227061,0.0007971051,0.005577973],"category_scores_gemma":[0.001030384,0.0001873964,0.0002957745,0.000128507,0.0006848422,0.00001620837,0.0001431004,0.0007445289,0.008605545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002654491,"about_ca_system_score_gemma":0.00008678855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008238365,"about_ca_topic_score_gemma":0.000005096241,"domain_scores_codex":[0.9965234,0.0009977539,0.001170446,0.0006638997,0.0000514989,0.0005930309],"domain_scores_gemma":[0.9959906,0.002976114,0.0002554081,0.0006204229,0.00007526054,0.00008214332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002437992,0.002026992,0.4948443,0.0001209973,0.001499542,0.0000672753,0.00007208242,0.000005410956,0.009101779,0.05464113,0.3891984,0.04598405],"study_design_scores_gemma":[0.006812364,0.003242373,0.03937952,0.0001438409,0.0001184629,0.0002065679,0.0001859199,0.00005047604,0.0107862,0.004032621,0.9343349,0.0007067858],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728861,0.0009980261,0.00008763702,0.01203485,0.005515662,0.0004524899,0.0000498997,0.0001429327,0.007832417],"genre_scores_gemma":[0.9875743,0.0004462462,0.0009380569,0.007250625,0.00001533469,0.00001130739,0.00002516493,0.00002554944,0.003713382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5451365,"threshold_uncertainty_score":0.995331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05225451284490387,"score_gpt":0.3785881792113311,"score_spread":0.3263336663664272,"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."}}