{"id":"W4294123158","doi":"10.1007/s40744-022-00485-2","title":"Usage and Adherence of Seven Advanced Therapies with Differing Mechanisms of Action for Inflammatory Arthritis in Canada","year":2022,"lang":"en","type":"article","venue":"Rheumatology and Therapy","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Medicine; Apremilast; Golimumab; Tofacitinib; Secukinumab; Tocilizumab; Abatacept; Psoriatic arthritis; Ustekinumab; Internal medicine; Adalimumab; Rheumatoid arthritis; Rituximab","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006402376,0.0002567397,0.0003730331,0.001174294,0.001463603,0.0009759858,0.0008337545,0.0004289277,0.001292688],"category_scores_gemma":[0.002342805,0.000209492,0.0005569041,0.00359879,0.0004514896,0.0002783256,0.0005104647,0.0006913069,0.0001587007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01496327,"about_ca_system_score_gemma":0.0178651,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9596035,"about_ca_topic_score_gemma":0.9613153,"domain_scores_codex":[0.9983425,0.0001137347,0.0001949837,0.0002536547,0.0007860917,0.0003090336],"domain_scores_gemma":[0.9970169,0.0001298412,0.001424214,0.00008173548,0.0009338318,0.0004135303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004540635,0.0000393907,0.9972186,0.00003492026,0.00003912261,0.0000258073,0.0001449471,0.00004959612,0.00007149045,0.00002911824,0.0003420638,0.0019596],"study_design_scores_gemma":[0.000009639727,0.00004912781,0.9984097,0.00003113084,0.00002918289,0.00008047764,0.0003072395,0.000221891,0.00007815238,0.000009970141,0.0007670838,0.000006513707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899452,0.000890246,0.00009968685,0.0002206919,0.000007995375,0.0000879881,0.006970317,0.000009073506,0.001768721],"genre_scores_gemma":[0.9968582,0.0004249845,0.0001773837,0.0001361811,0.000007194139,0.00003264713,0.002024835,0.000002043651,0.0003364704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04039651,"threshold_uncertainty_score":0.1085666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01255821462695653,"score_gpt":0.2444003840956414,"score_spread":0.2318421694686849,"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."}}