{"id":"W2673132242","doi":"10.1007/s13187-017-1244-1","title":"National Survey Among Radiation Oncology Residents Related to Their Needs in Geriatric Oncology","year":2017,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Frailty in Older Adults","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Geriatrics; Geriatric oncology; Curriculum; Family medicine; Radiation oncology; Needs assessment; Polypharmacy; Oncology; Internal medicine; Cancer; Radiation therapy; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008558636,0.0001503516,0.000276988,0.0008153085,0.0004938424,0.0003347716,0.0002917005,0.0006162317,0.001844236],"category_scores_gemma":[0.002730507,0.000260827,0.0003431634,0.001085235,0.0001989569,0.0006184776,0.0007621091,0.0006317032,0.0004612003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007644803,"about_ca_system_score_gemma":0.001220311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05039603,"about_ca_topic_score_gemma":0.09848884,"domain_scores_codex":[0.9994979,0.00009640517,0.0001133617,0.00005259473,0.0001157674,0.0001239447],"domain_scores_gemma":[0.9978203,0.0002469704,0.0007257402,0.00006156919,0.0005027806,0.0006426919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002873177,0.0001157871,0.9969977,0.00002594452,0.00002047751,0.00003123784,0.0002951826,0.0000226334,0.00009251302,0.00001007444,0.0009008729,0.001458856],"study_design_scores_gemma":[0.000003040409,0.00004640991,0.9984899,0.00001140003,0.000006744669,0.00004757188,0.0008205155,0.00003249685,0.00001610018,0.000004896264,0.0005188528,0.000002259509],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942476,0.0001433941,0.00005301651,0.000334213,0.00001530036,0.00004755516,0.003226248,0.000004406826,0.001928318],"genre_scores_gemma":[0.9944052,0.0003292585,0.000193524,0.0006371111,0.00001916352,0.0001052579,0.003223713,0.000003143167,0.001083601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05039603,"threshold_uncertainty_score":0.1002054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03463643587055437,"score_gpt":0.4437275348549779,"score_spread":0.4090910989844235,"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."}}