{"id":"W4411489983","doi":"10.1002/jdd.13961","title":"Integrating Adverse Outcome Metrics Into Quality Assurance Strategies for Improved Patient Outcomes","year":2025,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality assurance; Outcome (game theory); Adverse effect; Medicine; Quality (philosophy); MEDLINE; Intensive care medicine; Medical physics; Internal medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2064672,0.002714819,0.002153201,0.01182048,0.002565684,0.012965,0.005849351,0.002100917,0.005326288],"category_scores_gemma":[0.2772231,0.0007326192,0.001758508,0.00809726,0.003340942,0.01006505,0.01107858,0.005940467,0.001811839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01437309,"about_ca_system_score_gemma":0.03723141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01057362,"about_ca_topic_score_gemma":0.01011046,"domain_scores_codex":[0.8292468,0.08470247,0.01880457,0.008053662,0.05619036,0.003002091],"domain_scores_gemma":[0.6872433,0.1112865,0.04701102,0.02308561,0.1225897,0.008783886],"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":[0.0002020872,0.0007470067,0.03878735,0.003546775,0.0005648471,0.00011456,0.003877442,0.01733031,0.001878027,0.08099458,0.06494574,0.7870114],"study_design_scores_gemma":[0.0004259902,0.003143112,0.06170494,0.02125996,0.0009000887,0.0005752785,0.007006049,0.1141716,0.01519693,0.3616021,0.4131445,0.000869405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01381607,0.01586245,0.8428229,0.0724035,0.002014542,0.005771872,0.001934804,0.007129921,0.03824395],"genre_scores_gemma":[0.1777364,0.007760483,0.7952061,0.008812786,0.00113735,0.003417831,0.002652125,0.0008446944,0.002432288],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2064672,"threshold_uncertainty_score":0.9785672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06665780022626845,"score_gpt":0.5038049132828313,"score_spread":0.4371471130565628,"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."}}