{"id":"W4308108118","doi":"10.2196/38483","title":"Managing Critical Patient-Reported Outcome Measures in Oncology Settings: System Development and Retrospective Study","year":2022,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Cancer survivorship and care","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Memorial Sloan-Kettering Cancer Center","keywords":"Workflow; Medicine; Concordance; Patient safety; Agile software development; Medical emergency; Data collection; Health care; Computer science; Database; Software engineering; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.03848014,0.0004377229,0.0004976905,0.003674286,0.000745545,0.001633651,0.0008943118,0.0005059673,0.0009867318],"category_scores_gemma":[0.09995125,0.0005125331,0.0007188668,0.00303159,0.001046142,0.001791885,0.002317809,0.0007750294,0.0003557614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002296558,"about_ca_system_score_gemma":0.004978392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002549102,"about_ca_topic_score_gemma":0.002979382,"domain_scores_codex":[0.9719553,0.01760359,0.00455107,0.001660528,0.003461718,0.0007677181],"domain_scores_gemma":[0.8796201,0.06761538,0.01879168,0.01017416,0.02086429,0.002934425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006149239,0.001241971,0.8982037,0.0009756971,0.0001546614,0.0003233344,0.01179867,0.0009348425,0.0007677754,0.0003123842,0.0008849477,0.08378701],"study_design_scores_gemma":[0.0003084838,0.01389466,0.9379013,0.001129907,0.0006115335,0.001786049,0.02077781,0.007403471,0.004765956,0.0004811563,0.01081027,0.0001294543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881048,0.0007001077,0.007016691,0.0001900659,0.00002219006,0.002034702,0.0006392911,0.00008508592,0.001207123],"genre_scores_gemma":[0.9847557,0.0005528887,0.01190949,0.0001271803,0.00001882813,0.001595125,0.0007909421,0.00002686516,0.0002230564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03848014,"threshold_uncertainty_score":0.2035048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03084178714183983,"score_gpt":0.3363269707390108,"score_spread":0.305485183597171,"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."}}