{"id":"W2088506968","doi":"10.1088/0031-9155/57/11/r75","title":"Monte Carlo role in radiobiological modelling of radiotherapy outcomes","year":2012,"lang":"en","type":"review","venue":"Physics in Medicine and Biology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Radiobiology; Radiation therapy; Monte Carlo method; Computer science; Medical physics; Radiation treatment planning; Medicine; Mathematics; Statistics; Radiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002065216,0.001119531,0.002171997,0.001469754,0.0002557707,0.001738926,0.002507501,0.001947348,0.002161211],"category_scores_gemma":[0.005710647,0.0005080306,0.001349302,0.002002248,0.001410341,0.00170831,0.0009706906,0.002416909,0.001020164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303182,"about_ca_system_score_gemma":0.002078291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003479998,"about_ca_topic_score_gemma":0.002189393,"domain_scores_codex":[0.9991223,0.00042753,0.00006348487,0.0001202047,0.0002370665,0.00002940309],"domain_scores_gemma":[0.9967591,0.002623633,0.0001593536,0.0001290173,0.0002827892,0.00004604667],"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":[0.00007232437,0.0000748629,0.001523198,0.01138386,0.0006040095,0.0002939675,0.0002589697,0.199102,0.001677152,0.2589273,0.01354237,0.5125399],"study_design_scores_gemma":[0.00003558096,0.0001794444,0.001708068,0.005562221,0.0005764397,0.001132689,0.0001246819,0.1549913,0.002440023,0.2489957,0.5840621,0.0001917948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002063106,0.7867988,0.1953509,0.003404489,0.001021259,0.00009887289,0.0003611585,0.0003580606,0.01054338],"genre_scores_gemma":[0.03751374,0.9115137,0.0455135,0.0008524879,0.001331428,0.000270225,0.0002791951,0.0001926096,0.002533086],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003479998,"threshold_uncertainty_score":0.01092201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4434613018001905,"score_gpt":0.4626114267208683,"score_spread":0.0191501249206778,"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."}}