{"id":"W2803691214","doi":"10.1200/edbk_201307","title":"Best Practices in Oncology Distress Management: Beyond the Screen","year":2018,"lang":"en","type":"review","venue":"American Society of Clinical Oncology Educational Book","topic":"Cancer survivorship and care","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distress; Psychosocial; Psychological intervention; Accreditation; Medicine; Triage; Psychology; Psychiatry; Clinical psychology; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002207507,0.0003416365,0.003126069,0.00007207906,0.00009320617,0.00001025197,0.0006049775,0.0005615437,0.0007994637],"category_scores_gemma":[0.0007378544,0.0002356451,0.001585277,0.0005491656,0.00394387,0.0000760894,0.0002322841,0.001363049,0.0001589016],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006529196,"about_ca_system_score_gemma":0.006065318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001486513,"about_ca_topic_score_gemma":0.0008720247,"domain_scores_codex":[0.9954996,0.001007685,0.002024623,0.0006977355,0.0004199736,0.0003504595],"domain_scores_gemma":[0.9835703,0.01082386,0.00440723,0.0006939914,0.0002877439,0.0002168828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008885282,0.001385061,0.000802926,0.001880737,0.0008487124,0.000006275025,0.0003888057,5.36721e-8,9.956243e-9,0.0005945687,0.1195638,0.8744403],"study_design_scores_gemma":[0.0005563428,0.001481135,0.00154662,0.001603456,0.002237703,0.00003632745,0.002764642,0.000001432168,2.639401e-8,0.0001367588,0.989437,0.0001985089],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004696555,0.8495216,0.000005863269,0.03513685,0.001125249,0.001081674,0.00008339074,0.00001222397,0.1129862],"genre_scores_gemma":[0.00003070396,0.9539998,0.00185993,0.01335234,0.002349882,0.0003918719,0.0004007145,0.00003958099,0.02757524],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8742417,"threshold_uncertainty_score":0.9995694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2117164867535781,"score_gpt":0.5573110537638986,"score_spread":0.3455945670103205,"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."}}