{"id":"W4240838103","doi":"10.2196/33734","title":"Sociodemographic Characteristics Associated With an eHealth System Designed to Reduce Depressive Symptoms Among Patients With Breast or Prostate Cancer: Prospective Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Cancer survivorship and care","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"eHealth; Usability; Psychological intervention; System usability scale; Medicine; Prostate cancer; Breast cancer; mHealth; Marital status; Health care; Clinical psychology; Cancer; Population; Psychiatry; Internal medicine; Heuristic evaluation; 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":[0.0007746812,0.0002034134,0.0004027145,0.0006663914,0.0004875482,0.0005294648,0.0002530613,0.0004845278,0.001476393],"category_scores_gemma":[0.002539536,0.000320229,0.0007438613,0.0009985156,0.0002106899,0.0004553691,0.0004476417,0.0007275448,0.0002905645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00026579,"about_ca_system_score_gemma":0.0003668977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002824417,"about_ca_topic_score_gemma":0.003302254,"domain_scores_codex":[0.9994362,0.0001497065,0.00009942548,0.0001029968,0.0001395896,0.00007195881],"domain_scores_gemma":[0.9983353,0.0003050067,0.0007540477,0.0001106999,0.0002438365,0.0002511696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001320969,0.0001100816,0.9989094,0.0000185678,0.00005582293,0.00001847165,0.00006481629,0.00001254097,0.00006556594,0.000004254404,0.00004471341,0.0005637986],"study_design_scores_gemma":[0.00001119333,0.0003222006,0.9991866,0.000006496954,0.00003371542,0.00006450617,0.000200487,0.00005945716,0.00002455683,0.00000467876,0.00008304158,0.000003163489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989935,0.0001888916,0.00006601859,0.0000194407,0.000005116799,0.00004786544,0.0004246171,0.000001681895,0.0002529849],"genre_scores_gemma":[0.9993517,0.00008942363,0.00009214064,0.00002685878,0.000006339129,0.00005098121,0.0002796018,0.000001049868,0.0001019459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002824417,"threshold_uncertainty_score":0.00561595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02188834401492579,"score_gpt":0.3505841524371272,"score_spread":0.3286958084222014,"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."}}