{"id":"W2775419156","doi":"10.2196/mededu.7903","title":"A Survey of Medical Oncology Training in Australian Medical Schools: Pilot Study","year":2017,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Clinical Oncology; Oncology; Precision oncology; Internal medicine; Medical physics; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006083603,0.0001775182,0.0007411199,0.0001879465,0.0001459658,0.00001190532,0.0008220018,0.0006484597,0.005787699],"category_scores_gemma":[0.02568651,0.0001415805,0.00004753586,0.0001941801,0.0008525362,0.0001285004,0.00009436569,0.001582445,0.00002941714],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002812333,"about_ca_system_score_gemma":0.01798571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001962144,"about_ca_topic_score_gemma":0.007689021,"domain_scores_codex":[0.9957333,0.0006102949,0.0008195883,0.0004052239,0.002064226,0.0003674111],"domain_scores_gemma":[0.9972541,0.0006173378,0.0003402973,0.0006112856,0.0001578933,0.001019026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009332428,0.01072312,0.5124713,0.0000658588,0.00008520234,0.0002902983,0.003251552,1.472208e-7,0.000009933818,0.000320409,0.008766311,0.4630826],"study_design_scores_gemma":[0.006281291,0.005284265,0.9716666,0.0006596057,0.00002529322,0.0002414405,0.003440842,0.0002060294,0.00000622169,0.000219163,0.01182631,0.0001429834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9315932,0.0002507652,0.0001019262,0.06177882,0.002744532,0.0008797153,0.000002142856,0.00003316984,0.002615777],"genre_scores_gemma":[0.9947359,0.000316693,0.0003042788,0.00264143,0.00120654,0.0002313001,0.00003180912,0.0000213632,0.000510662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4629396,"threshold_uncertainty_score":0.9951211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1125456398487076,"score_gpt":0.5400000439473319,"score_spread":0.4274544040986243,"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."}}