{"id":"W1990168894","doi":"10.1118/1.3600697","title":"Measured and Monte Carlo calculated <i>k</i><sub><i>Q</i></sub> factors: Accuracy and comparison","year":2011,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Carleton University","funders":"National Research Council Canada","keywords":"Monte Carlo method; Calibration; Consistency (knowledge bases); Physics; Mathematics; Statistical physics; Computational physics; Statistics; Geometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001138597,0.0002443487,0.0003705624,0.00002202946,0.0001180861,0.00002531721,0.0001496622,0.00009451635,0.00004488752],"category_scores_gemma":[0.00002925143,0.0002070702,0.00006420573,0.0001153447,0.0002480271,0.0002043729,0.00007755657,0.0003591547,0.000001442348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001726908,"about_ca_system_score_gemma":0.00004090924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002072209,"about_ca_topic_score_gemma":0.000004743346,"domain_scores_codex":[0.9987395,0.00005109433,0.0002564933,0.0003150741,0.0003444918,0.0002933084],"domain_scores_gemma":[0.9991872,0.0001051799,0.0001203435,0.0002398357,0.00005530264,0.0002921729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008813025,0.0007920241,0.4207584,0.00006287628,0.0004414402,0.00001390436,0.006372362,0.000007248978,0.03062925,0.003160803,0.001968236,0.5357053],"study_design_scores_gemma":[0.002235672,0.0002823799,0.02766967,0.00019598,0.0001418995,0.000004471934,0.0002735381,0.004310899,0.942375,0.01769369,0.003700095,0.00111667],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8715069,0.0003524643,0.1271097,0.00004552162,0.00007738028,0.000227503,0.00001844071,0.0001521143,0.0005099975],"genre_scores_gemma":[0.9987788,0.00005166433,0.0007751018,0.0001090857,0.0002074469,0.00001885596,0.00001592431,0.00003733781,0.000005736784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9117458,"threshold_uncertainty_score":0.8444076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02838429044229402,"score_gpt":0.277941430068941,"score_spread":0.2495571396266469,"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."}}