{"id":"W4387329785","doi":"10.1002/acm2.14160","title":"AAPM Medical Physics Practice Guideline 8.b: Linear accelerator performance tests","year":2023,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Quality assurance; Medical physics; Guideline; Isocenter; Linear particle accelerator; Test (biology); Computer science; Quality (philosophy); Medical physicist; Medicine; Radiation therapy; Engineering; Beam (structure); Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.01164755,0.001321472,0.001657283,0.004757046,0.00145166,0.002920632,0.005520331,0.009144158,0.01712186],"category_scores_gemma":[0.04414236,0.001218546,0.002868258,0.002611752,0.00132206,0.002011797,0.002145657,0.00606474,0.01986142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003544017,"about_ca_system_score_gemma":0.01120184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02339342,"about_ca_topic_score_gemma":0.02091535,"domain_scores_codex":[0.9851627,0.00425914,0.002603386,0.0005030813,0.006884912,0.0005867062],"domain_scores_gemma":[0.9580359,0.01176238,0.002576195,0.001307276,0.02543265,0.0008856318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001006687,0.0003070834,0.00156673,0.002239353,0.00004091065,0.0004725865,0.0004002412,0.001546477,0.001396314,0.006701752,0.8566942,0.1285337],"study_design_scores_gemma":[0.0001280398,0.0001482465,0.0063117,0.007760085,0.00007690686,0.001520061,0.0002951959,0.0009160512,0.001040891,0.00708275,0.9746282,0.00009189732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.008292231,0.0693619,0.1274929,0.1575771,0.01501803,0.01559862,0.03818299,0.008447732,0.5600284],"genre_scores_gemma":[0.08213187,0.08030325,0.3982253,0.1421162,0.005765566,0.0285604,0.07959797,0.002840058,0.1804594],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02339342,"threshold_uncertainty_score":0.0615989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04115188287187236,"score_gpt":0.4208863794958839,"score_spread":0.3797344966240115,"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."}}