{"id":"W2794096164","doi":"10.1002/acm2.12263","title":"COMP Report: CPQR technical quality control guidelines for CyberKnife® Technology","year":2018,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre; Hôpital Notre-Dame; McGill University Health Centre; Ottawa Hospital","funders":"","keywords":"Cyberknife; Quality (philosophy); Medical physics; Quality assurance; Medicine; Physics; Radiosurgery; Radiation therapy; Radiology; External quality assessment","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005682165,0.0006469428,0.002304313,0.0001765749,0.0002769677,0.00006654717,0.00157311,0.0009228066,0.00007394831],"category_scores_gemma":[0.009239898,0.0005149904,0.00116426,0.0006479028,0.001914102,0.0002380279,0.0002446691,0.002481122,0.0000259553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001091122,"about_ca_system_score_gemma":0.0007625557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007725092,"about_ca_topic_score_gemma":0.000001098725,"domain_scores_codex":[0.9912421,0.0001898377,0.005145466,0.0008712163,0.001534068,0.001017382],"domain_scores_gemma":[0.9848317,0.007627242,0.003380744,0.001104082,0.00215978,0.0008964786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003766299,0.005360874,0.02396306,0.0001315186,0.002670136,0.0001854103,0.0002782741,0.0003138024,0.004357405,0.206762,0.3698066,0.3857942],"study_design_scores_gemma":[0.008645385,0.002059591,0.0007132009,0.0003014485,0.0004178453,0.000150295,0.0004593215,0.002887697,0.006748188,0.4937008,0.4836191,0.0002971533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04899764,0.0001735598,0.9406427,0.002321834,0.0007277532,0.001027631,0.00007084323,0.000303048,0.005734985],"genre_scores_gemma":[0.7071449,0.000157615,0.2543727,0.005428974,0.03185949,0.0002653231,0.00005025948,0.0002591319,0.0004615665],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.68627,"threshold_uncertainty_score":0.9998202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05173846670823459,"score_gpt":0.4203177392584925,"score_spread":0.3685792725502579,"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."}}