{"id":"W3003196218","doi":"10.2196/16476","title":"Use of Mental Health Apps by Patients With Breast Cancer in the United States: Pilot Pre-Post Study","year":2020,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; University of Virginia","keywords":"Medicine; Breast cancer; Mental health; Psychological intervention; Psychosocial; Distress; mHealth; Anxiety; Mood; Depression (economics); Cancer; Physical therapy; Psychiatry; Clinical psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007504796,0.0001679799,0.0003033097,0.0000600628,0.0000486858,0.00001753641,0.0001212907,0.00002384081,0.0002573307],"category_scores_gemma":[0.000003993705,0.0001037082,0.00003072226,0.0006691176,0.00005736508,0.0000924823,0.00003245421,0.0002121355,0.000001144803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002501995,"about_ca_system_score_gemma":0.0002479822,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.101321,"about_ca_topic_score_gemma":0.0486655,"domain_scores_codex":[0.9986105,0.0001170488,0.0002613224,0.0002677149,0.0004984754,0.0002449328],"domain_scores_gemma":[0.9993142,0.00002646109,0.0001361631,0.0002183075,0.0001629236,0.0001418675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004376869,0.001173152,0.9270324,0.0001856582,0.0001058921,0.000003150083,0.04515892,0.0001157494,0.00004543393,0.000001082704,0.01715347,0.004648213],"study_design_scores_gemma":[0.004896782,0.004104896,0.959534,0.0002946606,0.00004746001,0.000001061068,0.01113528,0.0001564181,0.00002596301,2.21354e-7,0.01963747,0.0001657443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853358,0.0003305514,0.000004964917,0.009039711,0.00008676901,0.002259582,0.002902694,0.0000241169,0.00001584351],"genre_scores_gemma":[0.9877617,0.0002432503,0.00000337946,0.01090513,0.00006774939,0.0005140764,0.0004073362,0.00002959983,0.00006780487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05265551,"threshold_uncertainty_score":0.9686939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02769463101175472,"score_gpt":0.3118652243889809,"score_spread":0.2841705933772262,"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."}}