{"id":"W2797289629","doi":"10.1016/j.ijrobp.2018.04.003","title":"RECORDS: improved Reporting of montE CarlO RaDiation transport Studies","year":2018,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Carleton University","funders":"","keywords":"Monte Carlo method; Radiation transport; Medicine; Medical physics; Statistical physics; Physics; Statistics; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.00145062,0.0002072566,0.0008141997,0.0002964894,0.00008379659,0.0000129982,0.0002633247,0.0001884677,0.00005192163],"category_scores_gemma":[0.002152881,0.0001820764,0.0003414556,0.0002577208,0.0002983752,0.0004931047,0.00003008776,0.0003835535,0.00001081357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006080788,"about_ca_system_score_gemma":0.0007257037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004898651,"about_ca_topic_score_gemma":0.000009941113,"domain_scores_codex":[0.9965165,0.0001389384,0.002527352,0.0002543571,0.0003319952,0.0002308865],"domain_scores_gemma":[0.9912694,0.0002759375,0.005892327,0.0001967875,0.002245784,0.0001197904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005892827,0.0002929963,0.5301898,0.00002652386,0.001615475,0.00004293633,0.002568151,0.0002190001,0.01880226,0.0006646022,0.001677505,0.4433115],"study_design_scores_gemma":[0.02585095,0.008734941,0.6246166,0.0007795973,0.001770385,0.001685914,0.002903675,0.03243721,0.1438987,0.01038592,0.145863,0.001073182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842705,0.001485633,0.005192528,0.003440133,0.004287712,0.0002653978,0.00002797148,0.00004449001,0.0009857017],"genre_scores_gemma":[0.9891459,0.001441468,0.003444176,0.0008957896,0.004860168,0.000008207261,0.00003590067,0.00003037122,0.0001380514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4422383,"threshold_uncertainty_score":0.7424858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0418199288107759,"score_gpt":0.3833668550423531,"score_spread":0.3415469262315772,"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."}}