{"id":"W2065609991","doi":"10.3747/co.21.1794","title":"Screening for Distress in Patients with Cancer: Methodologic Considerations","year":2014,"lang":"en","type":"article","venue":"Current Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Élisabeth Bruyère Hospital; University of Ottawa","funders":"","keywords":"Distress; Medicine; Protocol (science); Health care; Family medicine; Alternative medicine; Nursing; Clinical psychology; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002071003,0.00008612148,0.0002773764,0.00006259237,0.00004766734,0.000005725239,0.00003207351,0.00006084033,0.0000876001],"category_scores_gemma":[0.0002282271,0.00006579441,0.00003774821,0.0000809362,0.00006004071,0.00002624424,0.00001695146,0.000136665,0.000001137386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001132621,"about_ca_system_score_gemma":0.00008836635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001227614,"about_ca_topic_score_gemma":0.003654558,"domain_scores_codex":[0.9992654,0.000123512,0.0001544468,0.0001935122,0.00008195479,0.0001811937],"domain_scores_gemma":[0.9991676,0.0004549027,0.00006593313,0.000119628,0.0001259431,0.00006605451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004321354,0.0002186814,0.7620955,0.00008762689,0.00001919497,0.000001016787,0.0003572099,0.00003342494,0.000007021835,0.001014359,0.001336737,0.2343972],"study_design_scores_gemma":[0.01010858,0.002127121,0.7781392,0.0002489082,0.0001772465,0.000003608294,0.0002519391,0.0006260508,0.0001059191,0.0009087733,0.2070722,0.0002304388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514173,0.0009147492,0.04119208,0.002054984,0.001997205,0.001083653,0.000120384,0.000054458,0.001165231],"genre_scores_gemma":[0.9961135,0.00002248807,0.002880896,0.0003219101,0.0001828179,0.000303299,0.000135491,0.00001017949,0.0000294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2341667,"threshold_uncertainty_score":0.2683018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2066964053527734,"score_gpt":0.4501168325373229,"score_spread":0.2434204271845495,"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."}}