{"id":"W2508374000","doi":"10.1118/1.4961841","title":"Sci‐Fri AM: Quality, Safety, and Professional Issues 05: QC Program Management and the Benefits of QATrack+","year":2016,"lang":"en","type":"article","venue":"Medical Physics","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Computer science; Quality assurance; Quality (philosophy); Reliability engineering; Quality management; Test (biology); Artificial intelligence; Management system; Operations management; Engineering","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":[0.01781732,0.0005208925,0.0003647771,0.001987029,0.003215156,0.005780932,0.001515951,0.00386793,0.1191258],"category_scores_gemma":[0.04251837,0.0004633914,0.000594103,0.001987195,0.001821487,0.002983012,0.003425563,0.002464724,0.0499707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003697814,"about_ca_system_score_gemma":0.01089011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007094779,"about_ca_topic_score_gemma":0.01186571,"domain_scores_codex":[0.9910588,0.002177883,0.0005800754,0.0006446983,0.004921284,0.0006173335],"domain_scores_gemma":[0.9524019,0.01231087,0.004118599,0.003724668,0.02125301,0.006191061],"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":[0.00005926618,0.000193876,0.004462659,0.0002465015,0.000008872763,0.0000858143,0.0003210864,0.0001002345,0.0006509271,0.002095688,0.8007459,0.1910291],"study_design_scores_gemma":[0.00004254736,0.000263269,0.02748578,0.0005596141,0.00001779161,0.0006281644,0.0004589505,0.0005282206,0.001362572,0.003134966,0.9654815,0.00003662887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02408432,0.02125323,0.01694517,0.401004,0.02042314,0.000761906,0.003726265,0.01090581,0.5008962],"genre_scores_gemma":[0.2410801,0.02418698,0.0267166,0.1771592,0.03172982,0.001042912,0.007546552,0.005771975,0.4847659],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1191258,"threshold_uncertainty_score":0.3985154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02533292184460188,"score_gpt":0.3425682369644739,"score_spread":0.317235315119872,"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."}}