{"id":"W4410401831","doi":"10.2196/62712","title":"A Personalized, Texting-Based Conversational Agent to Address Sleep Disturbance in Individuals Who Have Survived Breast Cancer: Protocol for a Pilot Waitlist Randomized Controlled Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Cancer survivorship and care","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Randomized controlled trial; Preprint; Protocol (science); Breast cancer; Medicine; Cancer survivor; Psychology; Physical therapy; World Wide Web; Cancer; Alternative medicine; Computer science; 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":[0.01719852,0.004975502,0.008696277,0.002012546,0.003431792,0.003418671,0.003268016,0.005414501,0.06531261],"category_scores_gemma":[0.0183812,0.002656674,0.004048531,0.002218798,0.00263969,0.002884656,0.001642471,0.008040885,0.009453518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003943007,"about_ca_system_score_gemma":0.01259212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00369617,"about_ca_topic_score_gemma":0.007495685,"domain_scores_codex":[0.9916892,0.004270297,0.0009476024,0.000809425,0.001082999,0.001200439],"domain_scores_gemma":[0.9927077,0.001893039,0.001516813,0.0007984065,0.001743045,0.0013411],"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":[0.9038209,0.03096627,0.0007125112,0.01512926,0.002033249,0.0002329085,0.0004822379,0.001314302,0.001940369,0.002022236,0.01454101,0.02680488],"study_design_scores_gemma":[0.951818,0.029916,0.001351639,0.001283845,0.0006404213,0.00002967846,0.0001145735,0.0008962246,0.0004192942,0.001127818,0.01234705,0.00005551512],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002642933,0.000181871,0.000587208,0.0001324882,0.0002144659,0.9949936,0.0006810949,0.00007794658,0.0004884639],"genre_scores_gemma":[0.001842637,0.00008438538,0.0009233515,0.00009220553,0.00002685751,0.9966755,0.00006796916,0.000003573955,0.0002835456],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06531261,"threshold_uncertainty_score":0.2184924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1242129126409415,"score_gpt":0.4972603427675563,"score_spread":0.3730474301266148,"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."}}