{"id":"W2513446076","doi":"10.1118/1.4961837","title":"Sci‐Fri AM: Quality, Safety, and Professional Issues 01: CPQR Technical Quality Control Suite Development including Quality Control Workload Results","year":2016,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Health Sciences Centre; Centre intégré universitaire de santé et de services sociaux de la Mauricie-et-du-Centre-du-Québec; Trillium Health Centre; Juravinski Cancer Centre","funders":"","keywords":"Workload; Quality assurance; Suite; Quality (philosophy); Engineering management; Computer science; General partnership; Control (management); Medical physicist; Quality control; Medical physics; Operations management; Systems engineering; Operations research; Engineering; Business; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03007285,0.0007272866,0.0004018007,0.002802206,0.006782242,0.01122305,0.002772306,0.005983968,0.1148262],"category_scores_gemma":[0.06552218,0.0008371279,0.0006594037,0.003377972,0.003539152,0.004154427,0.005906366,0.004997998,0.07136363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01624966,"about_ca_system_score_gemma":0.06629938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08664314,"about_ca_topic_score_gemma":0.1084215,"domain_scores_codex":[0.9680444,0.005702318,0.001964916,0.001493402,0.0206745,0.00212048],"domain_scores_gemma":[0.9054484,0.01020796,0.003741855,0.005328092,0.06481674,0.01045704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002023789,0.00008178394,0.001175885,0.0001982996,0.000004345934,0.0001178183,0.0007189091,0.00008102523,0.0005936314,0.002691173,0.9007155,0.09360151],"study_design_scores_gemma":[0.00001202509,0.00005684538,0.006127264,0.0002976347,0.000003898572,0.0002024843,0.0006405354,0.000166686,0.0005334553,0.000933123,0.9910005,0.00002559548],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.007197201,0.007286767,0.01737865,0.2661171,0.01795361,0.002736175,0.003055328,0.006607011,0.6716682],"genre_scores_gemma":[0.06568217,0.0103583,0.02182819,0.07675019,0.007705963,0.002022787,0.004890145,0.003861994,0.8069003],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1148262,"threshold_uncertainty_score":0.384132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05380800079373894,"score_gpt":0.4660280557452081,"score_spread":0.4122200549514691,"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."}}