{"id":"W2144577528","doi":"10.1007/s00520-012-1528-2","title":"What do oncologists want?","year":2012,"lang":"en","type":"article","venue":"Supportive Care in Cancer","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; Health Sciences Centre; SickKids Foundation; University of Toronto; Juravinski Cancer Centre; Sunnybrook Health Science Centre; Hospital for Sick Children","funders":"","keywords":"Mentorship; Debriefing; Medicine; Grief; Grounded theory; Psychosocial; Nursing; Medical education; Nursing research; Preparedness; Qualitative research; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00013902,0.0001441948,0.0003806403,0.0001047161,0.00001682989,0.000008667796,0.00006933544,0.0001160616,0.0009948381],"category_scores_gemma":[0.0001684129,0.0001181791,0.0001017162,0.00021633,0.0001290973,0.0003732479,0.00004034671,0.0001782099,0.00003645742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005185466,"about_ca_system_score_gemma":0.0002687688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002671397,"about_ca_topic_score_gemma":0.0002728623,"domain_scores_codex":[0.9988738,0.00004163609,0.0002857287,0.0001909412,0.000233235,0.0003746142],"domain_scores_gemma":[0.9991392,0.0001009526,0.0001166351,0.0001926185,0.0003047169,0.0001458589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001710754,0.00008744617,0.9296251,0.0001993636,0.00004864958,0.00004858137,0.02059364,0.000002169678,0.000444503,0.0001003669,0.003344141,0.04533499],"study_design_scores_gemma":[0.002181786,0.0005744149,0.3331779,0.004018189,0.0001467305,0.00001057187,0.09876885,0.000002398099,0.05619381,0.00009392496,0.5044765,0.0003549386],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8700941,0.1164757,0.000009833409,0.0008537855,0.001879985,0.0003152614,0.0000505303,0.00002849607,0.01029231],"genre_scores_gemma":[0.9754655,0.02261473,0.0002498437,0.0006688751,0.0004293922,0.00008364091,0.00004081783,0.00001834044,0.0004288213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5964472,"threshold_uncertainty_score":0.9999184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1413414795719183,"score_gpt":0.4880050940137322,"score_spread":0.3466636144418139,"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."}}