{"id":"W2462078217","doi":"10.1118/1.4958038","title":"TH‐AB‐201‐09","year":2016,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Imaging phantom; Physics; Monte Carlo method; Collimator; Dosimetry; Electron; Water equivalent; Linear particle accelerator; Nuclear medicine; Optics; Atomic physics; Nuclear physics; Beam (structure); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007585981,0.0006048362,0.0004829236,0.0009724036,0.0007940363,0.002519849,0.0009074257,0.00137157,0.3358224],"category_scores_gemma":[0.0009129473,0.000283031,0.0005359509,0.0005302027,0.0004686143,0.0006368312,0.001101314,0.0007456476,0.2593578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001400106,"about_ca_system_score_gemma":0.001487607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003521361,"about_ca_topic_score_gemma":0.002451941,"domain_scores_codex":[0.9995168,0.00007509093,0.00002343315,0.0001089836,0.0002002056,0.0000754197],"domain_scores_gemma":[0.9992821,0.00008645871,0.00003205324,0.0001329305,0.000365204,0.0001012571],"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":[0.002536146,0.0004552038,0.006991337,0.001158972,0.0001044896,0.001146741,0.0001769691,0.005021491,0.05074757,0.03304004,0.3841489,0.5144722],"study_design_scores_gemma":[0.000127054,0.0003700669,0.003162144,0.0002189295,0.00003342305,0.001004446,0.00007232175,0.004540976,0.02755597,0.00358033,0.9592972,0.00003723724],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01846016,0.001791279,0.0153492,0.001248676,0.002749227,0.0003032721,0.008447071,0.004855997,0.9467952],"genre_scores_gemma":[0.08361968,0.001244149,0.01427033,0.0008617117,0.0004009271,0.0002166532,0.01329809,0.001931721,0.8841567],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3358224,"threshold_uncertainty_score":0.9473688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008616636494920464,"score_gpt":0.2824579189385479,"score_spread":0.2738412824436275,"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."}}