{"id":"W4256544940","doi":"10.1111/1754-9485.2_12955","title":"Saturday 19 October 2019","year":2019,"lang":"en","type":"article","venue":"Journal of Medical Imaging and Radiation Oncology","topic":"Medical Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Medical physics; General surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001265108,0.00007311716,0.0003328077,0.0001731284,0.0000304524,0.00001120235,0.00008098496,0.0001299568,0.001764596],"category_scores_gemma":[0.002028956,0.00004524895,0.00007319343,0.00009208708,0.00009551064,0.00008086448,0.00002851276,0.0005726996,0.0001007937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370355,"about_ca_system_score_gemma":0.001016802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002690337,"about_ca_topic_score_gemma":0.000001181332,"domain_scores_codex":[0.9982353,0.0001196814,0.0003467971,0.0001043651,0.0009876143,0.0002062001],"domain_scores_gemma":[0.9981982,0.0004613563,0.0001666914,0.00008180368,0.0001154264,0.0009765016],"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":[0.000346411,0.0003713141,0.1207602,0.0000578229,0.0001658025,0.001464528,0.0001958102,8.508626e-7,0.0003347628,0.0002358879,0.1477343,0.7283323],"study_design_scores_gemma":[0.01391362,0.00142345,0.1131425,0.0002319746,0.0001222552,0.006109115,0.0002242226,0.002277441,0.00009252245,0.0003930792,0.8619794,0.00009040666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8086006,0.01507035,0.0007794074,0.1659852,0.001826742,0.0002428725,0.000002560399,0.00001684466,0.007475437],"genre_scores_gemma":[0.9828957,0.007689273,0.0005342755,0.006267097,0.0008735515,0.000001394396,0.000008841505,0.000009941159,0.001719926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7282419,"threshold_uncertainty_score":0.999148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333886025759305,"score_gpt":0.3967075099852059,"score_spread":0.3833686497276128,"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."}}