{"id":"W4387618729","doi":"10.1136/bmjoq-2023-002291","title":"Implementing a safer and more reliable system to monitor test results at a teaching university-affiliated facility in a family medicine group: a quality improvement process report","year":2023,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Université de Sherbrooke","keywords":"SAFER; Reliability (semiconductor); Patient safety; Quality management; Test (biology); Chart; Protocol (science); Quality (philosophy); Computer science; Process (computing); Medicine; Medical emergency; Health care; Operations management; Engineering; Management system; Computer security","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","metaepi_narrow"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04387309,0.0003744819,0.001472226,0.000208718,0.0005422489,0.0001044589,0.0004120173,0.0002078122,0.00002767066],"category_scores_gemma":[0.0209525,0.0003267599,0.0001059363,0.001146435,0.0001219301,0.0004677607,0.001311158,0.000652403,0.00003947284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007319309,"about_ca_system_score_gemma":0.0002788596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02959661,"about_ca_topic_score_gemma":0.004172232,"domain_scores_codex":[0.9924652,0.001297481,0.00295366,0.001431624,0.00101865,0.0008333721],"domain_scores_gemma":[0.993551,0.002638735,0.001447258,0.001333968,0.0004414393,0.0005876553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04526669,0.002698306,0.8133544,0.01037081,0.000716907,0.004466273,0.02062888,0.00005439639,0.04277806,0.002142472,0.01055673,0.04696603],"study_design_scores_gemma":[0.01726712,0.001166976,0.8543084,0.001526822,0.0002132306,0.00004276261,0.07495499,0.0009481373,0.0001056094,0.0000335051,0.04867603,0.0007563657],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736724,0.00002167507,0.00004494842,0.01553852,0.0001456687,0.006473912,0.001038273,0.0002419723,0.002822631],"genre_scores_gemma":[0.9946648,0.000008970418,0.0003507446,0.001256452,0.0001380432,0.0001832735,0.000589368,0.00002466313,0.002783688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05432611,"threshold_uncertainty_score":0.9999185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1514709968456204,"score_gpt":0.4926249679466885,"score_spread":0.3411539711010682,"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."}}