{"id":"W4415219702","doi":"10.1016/j.eclinm.2025.103547","title":"Statewide integration of electronic patient-reported outcome measures into routine oncology care: a mixed-methods implementation study","year":2025,"lang":"en","type":"article","venue":"EClinicalMedicine","topic":"Cancer survivorship and care","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outcome (game theory); MEDLINE; Cancer; Patient-reported outcome; Radiation oncology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.08495461,0.0006791895,0.001065441,0.002472709,0.001877382,0.003732798,0.001671848,0.001257562,0.001813631],"category_scores_gemma":[0.07729658,0.001539703,0.002289037,0.003010032,0.002228327,0.003168047,0.004192253,0.002368219,0.000542308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008293924,"about_ca_system_score_gemma":0.02174203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02795037,"about_ca_topic_score_gemma":0.03701144,"domain_scores_codex":[0.9559343,0.03032153,0.004241281,0.002620355,0.004640365,0.002241987],"domain_scores_gemma":[0.9045057,0.04663733,0.01621694,0.00979167,0.01869031,0.004157935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004226177,0.02607263,0.7360978,0.002983154,0.002225124,0.0002622494,0.06113736,0.001079915,0.001409315,0.001445487,0.004034799,0.159026],"study_design_scores_gemma":[0.002163431,0.02907255,0.8981721,0.003798107,0.001701998,0.0002883823,0.04537252,0.005474041,0.002063681,0.0008283653,0.01074477,0.0003200041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880893,0.0003345695,0.002988485,0.0004123934,0.00003597606,0.006162159,0.0008268286,0.00004725574,0.001103102],"genre_scores_gemma":[0.9648809,0.0005185874,0.01282026,0.0008285092,0.0000450592,0.01904825,0.001200129,0.00004215115,0.0006162144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08495461,"threshold_uncertainty_score":0.4492883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05328220956487732,"score_gpt":0.4972238367627162,"score_spread":0.4439416271978389,"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."}}