{"id":"W2001204773","doi":"10.1016/j.jpsychores.2013.04.002","title":"A commentary on 'Effects of screening for psychological distress on patient outcomes in cancer: A systematic review'","year":2013,"lang":"en","type":"letter","venue":"Journal of Psychosomatic Research","topic":"Cancer-related cognitive impairment studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Tinnitus; Distress; Medicine; Hearing loss; Vertigo; Audiology; Feeling; Depressive symptoms; Clinical psychology; Psychiatry; Psychology; Anxiety; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001594565,0.0004487899,0.003184633,0.001147035,0.00008606815,0.00002891452,0.0004516538,0.00035611,0.00008743729],"category_scores_gemma":[0.003025801,0.0002724375,0.0007052332,0.0005341944,0.0002070213,0.00006799994,0.00006961924,0.003500989,0.00001543115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006811086,"about_ca_system_score_gemma":0.000059478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006212475,"about_ca_topic_score_gemma":0.000004148446,"domain_scores_codex":[0.9927463,0.001215403,0.002300798,0.0003919728,0.002674713,0.0006708167],"domain_scores_gemma":[0.9904652,0.006100841,0.001665435,0.0006213262,0.0009930388,0.0001541903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0004649306,0.001036332,0.0008058893,0.2647558,0.001070169,0.0003255857,0.0002099949,0.00000135879,0.0000122027,0.000001053262,0.7298884,0.001428331],"study_design_scores_gemma":[0.006122695,0.01624665,0.006108217,0.9661712,0.001015674,0.00008476892,0.0001967863,0.00002850172,0.00005093854,0.000181858,0.003508024,0.0002846709],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03592164,0.01708127,0.00006405963,0.9309637,0.0009987144,0.01460838,0.0001014547,0.00001160698,0.0002492026],"genre_scores_gemma":[0.0318362,0.0245228,0.0007674699,0.9338854,0.001892951,0.006134346,0.00005997247,0.0001848991,0.0007159837],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7263803,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09798105781688193,"score_gpt":0.4631514838522682,"score_spread":0.3651704260353862,"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."}}