{"id":"W4409955559","doi":"10.1111/jep.70107","title":"Transforming Patient‐Reported Outcome Measurement With Digital Health Technology","year":2025,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Cancer survivorship and care","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute for Health and Care Research","keywords":"Prom; Patient-reported outcome; Health care; Health informatics; Informatics; Digital health; Outcome (game theory); Knowledge management; Computer science; Process management; Medicine; Nursing; Business; Engineering; Quality of life (healthcare); Public health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05216872,0.0007700851,0.0009902394,0.005055897,0.0005063446,0.005989731,0.001737114,0.001393164,0.003155759],"category_scores_gemma":[0.1559042,0.0005539472,0.0009120288,0.005357764,0.002614299,0.005031328,0.005796921,0.002716843,0.000940329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001933264,"about_ca_system_score_gemma":0.004014495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001999025,"about_ca_topic_score_gemma":0.001826545,"domain_scores_codex":[0.9360318,0.04622002,0.004202092,0.002800214,0.01021707,0.0005288024],"domain_scores_gemma":[0.8137522,0.1447015,0.01153779,0.01573204,0.01213871,0.002137771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002224912,0.0004608833,0.02894394,0.002125886,0.0003407229,0.00009001796,0.002584199,0.002071632,0.001143982,0.04276722,0.01241056,0.9068386],"study_design_scores_gemma":[0.0007878004,0.00311645,0.09568599,0.0144992,0.001163354,0.00212069,0.009012724,0.03597841,0.01136072,0.4642138,0.36132,0.000740745],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0837133,0.03129802,0.6969717,0.08366521,0.004045055,0.003410603,0.005168736,0.003155206,0.08857223],"genre_scores_gemma":[0.4477214,0.01842989,0.510064,0.01291038,0.002307244,0.003806035,0.00176101,0.0003575069,0.002642606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05216872,"threshold_uncertainty_score":0.2758978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1974621295426335,"score_gpt":0.5092501924474331,"score_spread":0.3117880629047995,"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."}}