{"id":"W4412596631","doi":"10.2196/66050","title":"Metastatic Breast Cancer mHealth App to Promote Patient-Provider Communication: Protocol for a Usability and Satisfaction Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; mHealth; Usability; Protocol (science); Breast cancer; Patient satisfaction; Medicine; World Wide Web; Internet privacy; Cancer; Computer science; Psychological intervention; Alternative medicine; Nursing; 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":[0.04186508,0.003182178,0.005356991,0.002992115,0.005351146,0.00307884,0.002518285,0.004627693,0.05360349],"category_scores_gemma":[0.03861162,0.002712058,0.00470441,0.002898818,0.002484633,0.002698701,0.002443206,0.007055235,0.01144002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006023579,"about_ca_system_score_gemma":0.02146765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004939398,"about_ca_topic_score_gemma":0.008852174,"domain_scores_codex":[0.982174,0.008770511,0.003553177,0.001343281,0.002259185,0.001899864],"domain_scores_gemma":[0.9723622,0.008537663,0.002980533,0.003408712,0.01109639,0.001614584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1626309,0.1116761,0.007780866,0.1158067,0.001688141,0.002781911,0.02019387,0.00686138,0.01217298,0.01444859,0.1570682,0.3868904],"study_design_scores_gemma":[0.3018911,0.07618822,0.04831374,0.0404594,0.001518802,0.0006425593,0.01094802,0.006372075,0.00959557,0.01249061,0.4903735,0.00120645],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001524443,0.00007039348,0.0008196867,0.00008889756,0.0000623704,0.9961091,0.000683754,0.00004247722,0.0005989657],"genre_scores_gemma":[0.0004694876,0.00003477019,0.0008700962,0.00003701486,0.000005596312,0.9984204,0.00005261836,0.000002124923,0.0001078918],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05360349,"threshold_uncertainty_score":0.2214063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3460268988547265,"score_gpt":0.6682821008273652,"score_spread":0.3222552019726387,"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."}}