{"id":"W3126688628","doi":"10.3390/curroncol28010072","title":"A Scoping Review of Radiation Oncology Educational and Career-Planning Interventions in Undergraduate Medical Education","year":2021,"lang":"en","type":"review","venue":"Current Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Cancer Care Ontario","funders":"","keywords":"Mentorship; Psychological intervention; Medical education; Medicine; Psychosocial; Inclusion (mineral); Multidisciplinary approach; Oncology; Family medicine; Psychology; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0008939406,0.0002650834,0.002673223,0.0004257828,0.00004997132,0.000003605112,0.0001514768,0.0005768653,0.0006834625],"category_scores_gemma":[0.002624125,0.0002336632,0.0003836288,0.0004537583,0.0002759906,0.00005961541,0.00008026693,0.0009337094,0.000005727282],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386178,"about_ca_system_score_gemma":0.02139696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004082019,"about_ca_topic_score_gemma":0.00004551392,"domain_scores_codex":[0.9967216,0.0009222117,0.001459855,0.0004458298,0.0002223817,0.0002281256],"domain_scores_gemma":[0.99714,0.00133929,0.0009072123,0.0002438461,0.0001888837,0.0001807162],"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":[0.000006509052,0.0008754166,0.000331597,0.2439073,0.00007888778,0.00001476899,0.00007752176,1.416936e-7,3.276497e-8,0.00111057,0.001679639,0.7519176],"study_design_scores_gemma":[0.0003899114,0.0002108735,0.0000332917,0.4674976,0.0004521782,0.0005578529,0.00001912411,0.000002430771,5.395483e-8,0.00008495332,0.5306608,0.00009092229],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005457725,0.9889522,0.0003858015,0.004199482,0.003553498,0.001631912,0.000007785375,0.00001156223,0.001252273],"genre_scores_gemma":[0.000002855606,0.9959625,0.001016898,0.0005644916,0.0007277861,0.0006817149,0.0008989538,0.0000247559,0.0001200324],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7518266,"threshold_uncertainty_score":0.9841508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2226180518742004,"score_gpt":0.6120254052112664,"score_spread":0.389407353337066,"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."}}