{"id":"W2769655548","doi":"10.1002/acm2.12228","title":"<scp>COMP</scp> report: <scp>CPQR</scp> technical quality control guidelines for kilovoltage X ray radiotherapy machines","year":2017,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"BC Cancer Agency; Health Canada; Partenariat Canadien Contre Le Cancer","keywords":"General partnership; Quality (philosophy); Guideline; Medical physics; Computer science; Control (management); Engineering management; Operations management; Medicine; Business; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.006904012,0.0006687263,0.002462378,0.00008162371,0.0005374104,0.0002087232,0.002176183,0.0005642411,0.0000629835],"category_scores_gemma":[0.008893688,0.0005072488,0.001597065,0.0001425943,0.001112046,0.0004022419,0.0001745282,0.002109117,0.000005565609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009540358,"about_ca_system_score_gemma":0.0005752315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002426036,"about_ca_topic_score_gemma":0.00000117548,"domain_scores_codex":[0.9920427,0.0002109559,0.004519417,0.0007778537,0.001615724,0.000833403],"domain_scores_gemma":[0.9822612,0.008375376,0.005704312,0.001563982,0.00110434,0.0009907366],"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":[0.0006194783,0.005610228,0.07158115,0.000214531,0.00364279,0.0002723288,0.0002519678,0.0004557759,0.0276483,0.07605008,0.3256598,0.4879936],"study_design_scores_gemma":[0.01567144,0.001190262,0.01021248,0.0003542237,0.0004183502,0.0000727196,0.0001078283,0.003680111,0.001770556,0.2290847,0.7370695,0.0003678632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02088417,0.0003276917,0.9721379,0.001814513,0.001374511,0.0009719672,0.00008991818,0.0001389453,0.002260386],"genre_scores_gemma":[0.3334825,0.0007544007,0.6169668,0.006655029,0.04040438,0.0002602248,0.00006661557,0.0003656207,0.001044398],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4876257,"threshold_uncertainty_score":0.9997379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06556150766832407,"score_gpt":0.4441137369223549,"score_spread":0.3785522292540308,"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."}}