{"id":"W4392865304","doi":"10.1093/rheumatology/keae175","title":"Patient and health professional views on risk-stratified monitoring of immune-suppressing treatment in adults with inflammatory diseases","year":2024,"lang":"en","type":"article","venue":"Lara D. Veeken","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Health and Social Care; National Institute for Health and Care Research; Health Technology Assessment Programme; Arthritis Society; AstraZeneca","keywords":"Medicine; Thematic analysis; Autonomy; Health care; Health professionals; Immune system; Flexibility (engineering); Stratified sampling; Qualitative research; Intensive care medicine; Family medicine; Immunology; Pathology","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":[0.02024091,0.0002505484,0.0004197121,0.0005293831,0.003957508,0.003726204,0.0008211026,0.002197919,0.001929098],"category_scores_gemma":[0.04747539,0.0003978972,0.0005995148,0.0005441736,0.004751523,0.002258586,0.004385096,0.003159283,0.0002137179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003284598,"about_ca_system_score_gemma":0.004790243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005781263,"about_ca_topic_score_gemma":0.005514389,"domain_scores_codex":[0.9658807,0.02773356,0.001325795,0.0007044792,0.002240774,0.00211479],"domain_scores_gemma":[0.9592114,0.0276742,0.005364947,0.0006988026,0.003221509,0.003829145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002208637,0.0001161365,0.03722651,0.0004116624,0.00004316891,0.001530595,0.9409618,0.0001561922,0.0009892952,0.001443098,0.001775871,0.0151249],"study_design_scores_gemma":[0.00003574564,0.0003900315,0.01572131,0.0004916585,0.00003425402,0.001705108,0.9677344,0.0003543151,0.0003279671,0.0006225165,0.01252936,0.00005333959],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746886,0.001165117,0.001183338,0.01495852,0.0001167055,0.00006915228,0.0000571295,0.00001444233,0.007746997],"genre_scores_gemma":[0.9970469,0.0004111455,0.0004723,0.001730162,0.00003374502,0.00003102446,0.00001609365,0.000004355872,0.0002543398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02024091,"threshold_uncertainty_score":0.1070455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985557433296816,"score_gpt":0.3130402437724571,"score_spread":0.293184669439489,"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."}}