{"id":"W2142201704","doi":"10.1186/1471-2407-12-441","title":"Screening for distress, the 6th vital sign: common problems in cancer outpatients over one year in usual care: associations with marital status, sex, and age","year":2012,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fondation pour la Recherche Médicale; Alberta Health Services; Canadian Institutes of Health Research; Alberta Cancer Foundation; University of Calgary; Cancer Research Institute","keywords":"Psychosocial; Medicine; Marital status; Checklist; Distress; Gerontology; Clinical psychology; Psychiatry; Population; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001310302,0.0001395877,0.000263675,0.00005429465,0.00006708475,0.00003003363,0.0000510691,0.00007543676,0.0000424295],"category_scores_gemma":[0.00001860191,0.0001057847,0.00003968274,0.0001911151,0.0000635525,0.0001437009,0.00004313034,0.0001980243,3.616262e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004881166,"about_ca_system_score_gemma":0.000147027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04886503,"about_ca_topic_score_gemma":0.5495741,"domain_scores_codex":[0.9988911,0.00004377231,0.000185885,0.0001958148,0.0002731658,0.0004102697],"domain_scores_gemma":[0.9995381,0.00008999284,0.00008604,0.000141237,0.00004425728,0.0001003525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002266594,0.00009774338,0.9845656,0.0001612111,0.00003902505,9.132011e-7,0.009207082,0.00009376993,0.00003167824,0.00002838166,0.0002190081,0.005329001],"study_design_scores_gemma":[0.003056371,0.0001340908,0.9894272,0.0003526135,0.00007889727,3.93843e-7,0.003018072,0.00004258216,0.00005657257,0.000009645102,0.003658952,0.0001646126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930043,0.003833797,0.0001278729,0.000128627,0.0002136063,0.0009948151,0.001205746,0.00001731382,0.0004739306],"genre_scores_gemma":[0.9980679,0.0001161749,0.00008930176,0.0001624429,0.0002556372,0.0006564166,0.0002377275,0.00003174664,0.0003826152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5007091,"threshold_uncertainty_score":0.9574687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04110078007650878,"score_gpt":0.3123681352221775,"score_spread":0.2712673551456687,"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."}}