{"id":"W4379521570","doi":"10.1136/annrheumdis-2023-eular.2097","title":"POS0468 A PREDICTION MODEL FOR SWITCHING OF BIOLOGICS AND TSDMARDS IN RHEUMATOID ARTHRITIS","year":2023,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Pfizer Canada; Pfizer","keywords":"Medicine; Rheumatoid arthritis; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002148993,0.0009489675,0.00105688,0.001359565,0.0003111176,0.001008935,0.001041997,0.001308906,0.0077296],"category_scores_gemma":[0.0045007,0.000320239,0.001425043,0.0006270195,0.0002460331,0.0005630723,0.0003819298,0.001465177,0.001835234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006346239,"about_ca_system_score_gemma":0.0008801738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01403852,"about_ca_topic_score_gemma":0.009637461,"domain_scores_codex":[0.9994981,0.0001607661,0.0000365095,0.000141233,0.00006472856,0.00009871941],"domain_scores_gemma":[0.997168,0.002008115,0.0001799985,0.0001291847,0.0003411099,0.0001735577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00636518,0.001799251,0.3592835,0.0002509586,0.0008469575,0.001069041,0.00005847602,0.4303422,0.002475174,0.002776144,0.02457151,0.1701617],"study_design_scores_gemma":[0.0001352605,0.0003073498,0.02022523,0.00003101474,0.0002086226,0.0001410354,0.00002073346,0.9751089,0.0004429909,0.002138174,0.001222131,0.00001859552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9341536,0.002166393,0.03873572,0.0031782,0.0006095891,0.0001030802,0.01331313,0.001506075,0.006234137],"genre_scores_gemma":[0.9820425,0.0002606287,0.005070706,0.0002760938,0.0001671045,0.00006412701,0.007162295,0.00003716572,0.004919448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01403852,"threshold_uncertainty_score":0.02791357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08233124357665539,"score_gpt":0.3600108259228865,"score_spread":0.2776795823462311,"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."}}