{"id":"W3156741266","doi":"10.2196/28668","title":"A Breast Cancer Smartphone App to Navigate the Breast Cancer Journey: Mixed Methods Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Usability; Breast cancer; Empowerment; Medicine; Cancer; Mobile apps; Quality of life (healthcare); Psychology; Nursing; Computer science; World Wide Web; 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":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00952705,0.0002920525,0.0005679071,0.0002874363,0.004792803,0.0000690929,0.0007226356,0.0002159935,0.003655271],"category_scores_gemma":[0.000160806,0.0001963023,0.0001066377,0.003160995,0.0001907769,0.0002744094,0.0008961461,0.003362904,0.001303407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00126195,"about_ca_system_score_gemma":0.005287868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006426376,"about_ca_topic_score_gemma":0.006303327,"domain_scores_codex":[0.986527,0.008306408,0.001137909,0.0006253666,0.001228133,0.002175215],"domain_scores_gemma":[0.9921814,0.002157855,0.0002973837,0.001103162,0.002961622,0.001298575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005420334,0.001074357,0.02251425,0.001012253,0.0001419283,0.00001216698,0.05699721,0.00001939973,0.0004038298,0.001375959,0.3681711,0.5477355],"study_design_scores_gemma":[0.001887188,0.0001557896,0.6571646,0.0005961884,0.00002407534,0.00005519774,0.06694298,0.0002612838,0.0001013429,0.0005050194,0.2720378,0.0002684765],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7306522,0.002717752,0.001954503,0.2241744,0.003128548,0.02679486,0.003298455,0.000325166,0.006954182],"genre_scores_gemma":[0.8102032,0.002094788,0.000699158,0.004805658,0.001338813,0.1750726,0.000050945,0.0000968809,0.005637939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6346504,"threshold_uncertainty_score":0.9994742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1429874003631629,"score_gpt":0.6107834828703972,"score_spread":0.4677960825072343,"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."}}