{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004674684,0.0004450183,0.0005371786,0.0004460652,0.0004280776,0.000706712,0.0003599322,0.0005809856,0.00318759],"category_scores_gemma":[0.01328606,0.0002085685,0.0006680701,0.0002336029,0.0004282413,0.0007372933,0.0007804634,0.0005747544,0.0003962799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002591508,"about_ca_system_score_gemma":0.0007649907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002718621,"about_ca_topic_score_gemma":0.0003935745,"domain_scores_codex":[0.9977215,0.001499314,0.0001870874,0.0001622346,0.0002683668,0.000161483],"domain_scores_gemma":[0.9927095,0.004238153,0.0008256952,0.0004663254,0.0008776446,0.000882766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.04261474,0.1274612,0.3845926,0.004462954,0.0005574592,0.0021794,0.01619249,0.001832596,0.03365838,0.000557136,0.003309358,0.3825817],"study_design_scores_gemma":[0.006717749,0.4932153,0.4692162,0.000356235,0.0005654312,0.00173475,0.007408477,0.004765674,0.00824827,0.0002779374,0.007323951,0.0001699983],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980133,0.00005899147,0.0004550848,0.00005536565,0.00001525674,0.0009407269,0.00005622493,0.00001494741,0.000390062],"genre_scores_gemma":[0.9923963,0.0002026657,0.004217378,0.0001546319,0.00004376212,0.002438896,0.000144637,0.000008081033,0.0003935366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004674684,"threshold_uncertainty_score":0.0247224,"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."}}