{"id":"W3159827743","doi":"10.2196/16156","title":"A Novel Digital Patient-Reported Outcome Platform (Noona) for Clinical Use in Patients With Cancer: Pilot Study Assessing Suitability","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Cancer survivorship and care","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Usability; Cancer; Incidence (geometry); Health professionals; Radiation therapy; Adverse effect; Health care; Physical therapy; Medical emergency; Family medicine; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001374551,0.0002168879,0.0006206406,0.0002287847,0.0001858852,0.0002793775,0.0001296202,0.00008089322,0.00004880753],"category_scores_gemma":[0.001095203,0.0001630905,0.0001175779,0.0009249948,0.0001964984,0.001417341,0.0002437621,0.0008741721,0.000004904789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006913184,"about_ca_system_score_gemma":0.0009385681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008666158,"about_ca_topic_score_gemma":0.005207762,"domain_scores_codex":[0.9961868,0.0001523017,0.0009896031,0.0005434741,0.001434629,0.0006932117],"domain_scores_gemma":[0.9956773,0.001112205,0.0001910814,0.0005654035,0.002180873,0.0002731438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003315795,0.008840003,0.9664277,0.0001896202,0.0001450684,0.00003133912,0.004515851,0.000001207539,0.000007867797,0.00001118888,0.0001773458,0.01633701],"study_design_scores_gemma":[0.009858789,0.008614003,0.9691978,0.0001958209,0.00002575918,0.000004077262,0.01106533,0.00006572969,0.00003387423,0.00001924471,0.0007310912,0.0001884819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956383,0.00003088663,0.0001393998,0.0001397992,0.000276569,0.003080412,0.0002657795,0.00003645367,0.0003924294],"genre_scores_gemma":[0.9985109,0.000004868917,0.00007114715,0.00007676973,0.00006186392,0.0008635863,0.000232362,0.00003599377,0.0001425029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01614853,"threshold_uncertainty_score":0.6650637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.324178005420357,"score_gpt":0.5049706114418588,"score_spread":0.1807926060215019,"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."}}