{"id":"W3007002927","doi":"10.1016/j.jmir.2019.12.004","title":"Improved X-Ray Safety, Quality Control, and Resource Management in Medical Imaging Using QATrack+","year":2020,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Radiology practices and education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Quality assurance; Standardization; Vendor; Quality (philosophy); Computer science; Quality management; Quality control; QA/QC; Software quality analyst; Variety (cybernetics); Software; Medical physics; Control (management); Medicine; Management system; Software quality; Software system; Operations management; Software development; Engineering; Artificial intelligence; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006057241,0.00007900833,0.0002715715,0.0001619427,0.0001381966,0.00006766382,0.0001332947,0.00005202749,0.00006067936],"category_scores_gemma":[0.002584076,0.00005545524,0.0000352336,0.0002456648,0.0004424855,0.0003737577,0.00003363619,0.0003937942,4.202045e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003807909,"about_ca_system_score_gemma":0.0002843183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005166349,"about_ca_topic_score_gemma":0.000001755967,"domain_scores_codex":[0.9978645,0.0002319073,0.0005929282,0.0001885591,0.000944949,0.000177119],"domain_scores_gemma":[0.9985496,0.0005154025,0.0003514653,0.00004781002,0.00005148621,0.0004842771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003753141,0.0001242023,0.2486859,0.00012536,0.00006970799,0.0003095699,0.002650317,0.00008850817,0.0007321382,0.0003100275,0.002677988,0.7438509],"study_design_scores_gemma":[0.005506443,0.0001191563,0.3062174,0.0003313623,0.0001382381,0.00146728,0.01514869,0.6510284,0.000008935666,0.0001302619,0.01976316,0.0001406648],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5628828,0.009275783,0.008362912,0.4185227,0.0004119299,0.0001132425,6.296833e-7,0.000009497429,0.0004205452],"genre_scores_gemma":[0.9854046,0.002821952,0.001471292,0.009682729,0.000609146,5.228899e-7,6.483705e-7,0.000003831128,0.000005285559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7437103,"threshold_uncertainty_score":0.3093567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03672922823741023,"score_gpt":0.397941496334959,"score_spread":0.3612122680975487,"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."}}