{"id":"W4383550593","doi":"10.2196/preprints.50550","title":"Supportive Digital Health Service During Cancer Chemotherapy: Single-Arm Before-and-After Feasibility Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Health literacy; Patient portal; Medicine; Scale (ratio); Digital health; Family medicine; Health care; Nursing","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":[0.01267724,0.001145143,0.001524861,0.0008255026,0.002148797,0.001375597,0.0009248014,0.002076176,0.007236784],"category_scores_gemma":[0.009008658,0.001200986,0.002050348,0.000700081,0.001370434,0.002310116,0.001278145,0.002392908,0.001884204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611601,"about_ca_system_score_gemma":0.006645062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003471088,"about_ca_topic_score_gemma":0.006440051,"domain_scores_codex":[0.992045,0.004804486,0.0006087644,0.0006010337,0.0007534052,0.001187233],"domain_scores_gemma":[0.9917025,0.00250671,0.001478136,0.0009789291,0.001215517,0.002118201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.1933585,0.6757383,0.06525384,0.001407811,0.0007111016,0.000363562,0.003552746,0.0005689743,0.005833026,0.0003358695,0.003472969,0.04940343],"study_design_scores_gemma":[0.06231065,0.8293481,0.1019985,0.000102502,0.0002693119,0.00006884374,0.00171884,0.0003800796,0.001065664,0.0001349607,0.002532585,0.00006994428],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616566,0.00007937218,0.0005952046,0.0002289524,0.0001140943,0.03541017,0.0007755635,0.00004137421,0.001098808],"genre_scores_gemma":[0.8986146,0.0002704912,0.005814434,0.001779992,0.0004354623,0.08873047,0.001377902,0.00002436084,0.002952236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01267724,"threshold_uncertainty_score":0.06704444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0856686372868742,"score_gpt":0.4440763169259004,"score_spread":0.3584076796390263,"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."}}