{"id":"W4404677126","doi":"10.2196/57964","title":"Experiences of a Digital Behavior Change Intervention to Prevent Weight Gain and Promote Risk-Reducing Health Behaviors for Women Aged 18 to 35 Years at Increased Risk of Breast Cancer: Qualitative Interview Study","year":2024,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Breast cancer; Qualitative research; Environmental health; Health risk; Gerontology; Health behavior; Behavior change; Medicine; Psychology; Cancer; Social psychology; Nursing; Sociology; 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":[0.007297446,0.0005240953,0.000500067,0.0009283769,0.004556492,0.001800893,0.001210168,0.0009517586,0.002521947],"category_scores_gemma":[0.009813569,0.0005556145,0.0004168683,0.0008729171,0.003894589,0.001923312,0.004529433,0.001620725,0.0002606256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003789956,"about_ca_system_score_gemma":0.004183211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007495543,"about_ca_topic_score_gemma":0.01378995,"domain_scores_codex":[0.996244,0.002627037,0.0001070854,0.0001767479,0.0002413391,0.0006038551],"domain_scores_gemma":[0.9932781,0.004680749,0.0005013226,0.0001497918,0.0004492132,0.0009408401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008144653,0.0001644984,0.005570114,0.0002604818,0.000006873988,0.000569838,0.9816574,0.00005254943,0.0009702428,0.0005218885,0.0006700557,0.009474649],"study_design_scores_gemma":[0.00001844031,0.0002648195,0.004172011,0.0002039232,0.000009619785,0.000163979,0.9855962,0.0001177855,0.0003942399,0.0001780887,0.008867764,0.00001321995],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910576,0.0004752224,0.001854617,0.001780136,0.00004739888,0.0007215197,0.0002235872,0.00002274633,0.003817118],"genre_scores_gemma":[0.9926594,0.0008464005,0.002498263,0.0007775293,0.00002189349,0.000978437,0.0001097885,0.00001719173,0.002091142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007495543,"threshold_uncertainty_score":0.03859299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05154104198315786,"score_gpt":0.4251959370163855,"score_spread":0.3736548950332276,"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."}}