{"id":"W2938523005","doi":"10.1089/jpm.2018.0441","title":"How Do Blood Cancer Doctors Discuss Prognosis? Findings from a National Survey of Hematologic Oncologists","year":2019,"lang":"en","type":"article","venue":"Journal of Palliative Medicine","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"National Cancer Institute","keywords":"Medicine; Hematologic Neoplasms; Blood cancer; Family medicine; Hematologic malignancy; Cancer; Intensive care medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001148105,0.0002570692,0.001511797,0.0003091014,0.00002447676,0.000008771264,0.0002455447,0.0001542289,0.0005154138],"category_scores_gemma":[0.004609249,0.0001468487,0.0002032448,0.000520976,0.0003636674,0.0001450288,0.00004541295,0.000421132,0.000003652743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002102453,"about_ca_system_score_gemma":0.0004470884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006184526,"about_ca_topic_score_gemma":0.0001849618,"domain_scores_codex":[0.9970331,0.0002141754,0.0009931255,0.0002390195,0.001282875,0.0002376739],"domain_scores_gemma":[0.9940634,0.00162522,0.001549409,0.0001523372,0.002426957,0.0001826326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000591478,0.0003704433,0.9798378,0.000253166,0.0009819812,0.00005928585,0.002349998,0.000007481395,0.0131312,0.0002059387,0.00201109,0.0002001804],"study_design_scores_gemma":[0.006560498,0.002603651,0.9594659,0.005938202,0.0005167617,0.0000125771,0.001839414,0.00002362206,0.02070997,0.0005182965,0.001657471,0.0001536894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838635,0.009796536,0.0001334175,0.004555248,0.0005737481,0.0003391423,0.0001260882,0.000008008823,0.0006043483],"genre_scores_gemma":[0.9950377,0.002773081,0.001214948,0.0002043723,0.0003619611,0.000009045038,0.000043657,0.00001797158,0.0003372762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02037191,"threshold_uncertainty_score":0.5988315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1976590679431705,"score_gpt":0.4549480331473698,"score_spread":0.2572889652041993,"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."}}