{"id":"W4200349352","doi":"10.2196/31092","title":"Long-Term Effectiveness of a Decision Support App (Pink Journey) for Women Considering Breast Reconstruction Surgery: Pilot Randomized Controlled Trial","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cheng Kung University; National Cheng Kung University Hospital","keywords":"Randomized controlled trial; Medicine; Breast reconstruction; Regret; Breast cancer; Distress; Quality of life (healthcare); Breast surgery; Anxiety; Decision aids; Mastectomy; Intervention (counseling); Physical therapy; Nursing; Surgery; Psychiatry; Clinical psychology; Cancer; Alternative medicine; Computer science","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":[0.003337689,0.001512246,0.003934674,0.0006155587,0.001050639,0.001540002,0.001248106,0.003053868,0.01282179],"category_scores_gemma":[0.008286322,0.0008555186,0.003469352,0.000653129,0.001230902,0.00178628,0.0009296467,0.003721305,0.0009476831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203285,"about_ca_system_score_gemma":0.001979966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001746609,"about_ca_topic_score_gemma":0.003133141,"domain_scores_codex":[0.9974075,0.00144271,0.0003105497,0.0003563867,0.0001982768,0.000284457],"domain_scores_gemma":[0.9949121,0.002427466,0.001091582,0.000263202,0.0003817486,0.0009238815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9537476,0.023778,0.0005324807,0.004102154,0.002133279,0.0000558284,0.0001327102,0.0001215284,0.0004119185,0.000075604,0.0005415552,0.01436729],"study_design_scores_gemma":[0.8778601,0.1172334,0.001614216,0.00035803,0.001766224,0.00001494848,0.0001077874,0.0002014034,0.0001422207,0.0001324485,0.000547851,0.00002131939],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426166,0.01171729,0.001037124,0.001600889,0.002035863,0.03648483,0.001498442,0.0001900959,0.00281881],"genre_scores_gemma":[0.9144723,0.005449981,0.004630043,0.001600146,0.0009276642,0.0688427,0.0006401862,0.00002365683,0.003413213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01282179,"threshold_uncertainty_score":0.04289317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.159379270834116,"score_gpt":0.4412131217130568,"score_spread":0.2818338508789408,"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."}}