{"id":"W2076286518","doi":"10.1118/1.3658572","title":"Implementing a newly proposed Monte Carlo based small field dosimetry formalism for a comprehensive set of diode detectors","year":2011,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Cancer Agency","funders":"Saskatchewan Cancer Agency","keywords":"Monte Carlo method; Collimated light; Dosimetry; Detector; Diode; Physics; Linear particle accelerator; Full width at half maximum; Optics; Computational physics; Nuclear medicine; Mathematics; Optoelectronics; Beam (structure); Statistics; Laser","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":[0.001199126,0.000523345,0.0005913645,0.0005370053,0.0004474005,0.0009509447,0.002025133,0.0009079701,0.002103855],"category_scores_gemma":[0.001737224,0.0005380069,0.001084015,0.0004932546,0.0005809967,0.001206094,0.0008059078,0.0009130783,0.0006393443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00146988,"about_ca_system_score_gemma":0.001939127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004148863,"about_ca_topic_score_gemma":0.006433544,"domain_scores_codex":[0.9995828,0.00009583784,0.00002280812,0.00005465552,0.0002148664,0.00002913129],"domain_scores_gemma":[0.9992486,0.0003043239,0.0000610083,0.0001578635,0.0001906803,0.00003752804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003704866,0.0000544781,0.0009266808,0.00008746586,0.0000475326,0.00009479229,0.0001056704,0.9173954,0.0101613,0.04719955,0.0007151477,0.02317493],"study_design_scores_gemma":[0.000009458273,0.00001537398,0.0001634499,0.00001087759,0.0000119312,0.00006132641,0.000007406883,0.9869839,0.002835959,0.007286632,0.002601338,0.00001235428],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005348216,0.00005306079,0.9923505,0.00005279508,0.00001191003,0.00004453842,0.00005068749,0.0002427421,0.001845627],"genre_scores_gemma":[0.221506,0.0002800593,0.7723692,0.0001894747,0.00002817563,0.0003362987,0.0002447357,0.0004323721,0.004613746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004148863,"threshold_uncertainty_score":0.01066476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03790991149082391,"score_gpt":0.3030886157822127,"score_spread":0.2651787042913888,"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."}}