{"id":"W3102493335","doi":"10.1016/s0167-8140(20)31046-x","title":"154: What Inspires Medical Students to Pursue Radiation Oncology? An Analysis of Themes in Application Essays for A Canadian Studentship in Radiation Oncology","year":2020,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Radiation oncology; Medicine; Oncology; Internal medicine; Medical radiation; Medical physics; Radiation therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007899395,0.0006304423,0.0005917944,0.003610688,0.0264903,0.012099,0.002886593,0.004141666,0.003483297],"category_scores_gemma":[0.05629164,0.0003276796,0.0005407646,0.00443092,0.0106336,0.002381373,0.008094484,0.008023197,0.0006769687],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05083079,"about_ca_system_score_gemma":0.09463038,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3751481,"about_ca_topic_score_gemma":0.6576086,"domain_scores_codex":[0.9880543,0.003426099,0.0003350609,0.0004676043,0.005202689,0.002514129],"domain_scores_gemma":[0.9430245,0.01483249,0.003934641,0.0004639659,0.0197515,0.01799305],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001030168,0.0002005866,0.01837077,0.0004677644,0.00002617491,0.001640721,0.7646262,0.0001697394,0.00268839,0.02862603,0.1386735,0.04440706],"study_design_scores_gemma":[0.000007883346,0.00004595258,0.02777938,0.0005194586,0.00001394925,0.0003827275,0.7046618,0.0001175677,0.000502969,0.001527914,0.2643838,0.00005669269],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6353428,0.005015355,0.001600665,0.1497592,0.006005789,0.000340108,0.0003625707,0.000119201,0.2014543],"genre_scores_gemma":[0.9088735,0.002554677,0.001563632,0.0131923,0.0008014001,0.0001595877,0.0001703851,0.0001361452,0.07254834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9921006,"threshold_uncertainty_score":0.7459291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02061357643431217,"score_gpt":0.4364549840695161,"score_spread":0.4158414076352039,"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."}}