{"id":"W4380149473","doi":"10.1016/j.jval.2023.03.1261","title":"HPR114 Formulary Management of Biologics in Plaque Psoriasis in Canada","year":2023,"lang":"en","type":"article","venue":"Value in Health","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Agency for Drugs and Technologies in Health","funders":"","keywords":"Biosimilar; Formulary; Plaque psoriasis; Medicine; Psoriasis; Dermatology; Intensive care medicine; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001273817,0.00009889623,0.0003405947,0.000228716,0.00002072829,0.000001271103,0.0001593764,0.0001403338,0.0000503707],"category_scores_gemma":[0.00004421268,0.00008289768,0.00002977347,0.000776862,0.00004147857,0.00001651944,0.00008575952,0.0002622582,0.000008769273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003779651,"about_ca_system_score_gemma":0.0003623592,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7902571,"about_ca_topic_score_gemma":0.5417392,"domain_scores_codex":[0.9983144,0.000435319,0.0005504294,0.0002192489,0.00003453959,0.0004460159],"domain_scores_gemma":[0.9994615,0.0002564515,0.00008380596,0.0001678136,0.000008657402,0.00002181439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007073727,0.0006770514,0.752891,0.002721213,0.000225652,0.0005500554,0.001036134,0.006302586,0.002939268,0.04123638,0.0116014,0.1791119],"study_design_scores_gemma":[0.003896399,0.0004423256,0.9496293,0.0009876832,0.00001235441,0.00001149745,0.002630861,0.002406007,0.004769314,0.008352511,0.02642752,0.0004342356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914855,0.002281279,0.00002378989,0.004441498,0.0006453556,0.0004276924,0.00005486783,0.00001823302,0.0006218107],"genre_scores_gemma":[0.9955367,0.002796037,0.000913716,0.0005560545,0.000006163842,0.00001613316,0.00002264914,0.00000646086,0.0001460544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2485179,"threshold_uncertainty_score":0.4666229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05714793715616513,"score_gpt":0.3078940492575455,"score_spread":0.2507461121013804,"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."}}