{"id":"W4416294240","doi":"10.2196/87973","title":"Supporting Breast Cancer Patients and Providers Through Treatment and Survivorship: Implementation and Usability Evaluation of the MyJourney Platform (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Workflow; Breast cancer; Documentation; Health care; Multidisciplinary approach; Qualitative research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001515647,0.0001322319,0.0002420719,0.00003524675,0.0004331978,0.00001074745,0.00005213205,0.00009782928,0.0002052683],"category_scores_gemma":[0.00007724592,0.00008964911,0.00002456418,0.0001491687,0.00007433493,0.0002034506,0.0000802798,0.0001882015,4.776994e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570385,"about_ca_system_score_gemma":0.001739843,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05062839,"about_ca_topic_score_gemma":0.1165523,"domain_scores_codex":[0.9978693,0.0005495886,0.0006465201,0.000311522,0.0002523024,0.0003708339],"domain_scores_gemma":[0.9987095,0.000249506,0.0004758598,0.0001871392,0.0003165215,0.00006146629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005314532,0.00003213045,0.9058042,0.00064983,0.00003770211,1.087871e-8,0.009414147,0.000003636359,0.00005994913,0.0001331385,0.0003102954,0.08350179],"study_design_scores_gemma":[0.002299939,0.00006806192,0.9888929,0.0003621427,0.00007411326,3.876109e-7,0.005714321,0.0003155938,0.0001627014,0.0008223074,0.001210409,0.00007711611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906338,0.0007344421,0.000006925873,0.002619498,0.0004059192,0.005062051,0.0001009577,0.00001441637,0.0004219743],"genre_scores_gemma":[0.9963679,0.0003836663,0.00001009853,0.0003111825,0.00005491005,0.00266539,0.000006610774,0.00001016801,0.0001900208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08342468,"threshold_uncertainty_score":0.9556935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08220957112312713,"score_gpt":0.523795673070619,"score_spread":0.4415861019474919,"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."}}