{"id":"W4214713788","doi":"10.1503/cmaj.220134","title":"What problems in health care quality should we target as the world burns around us?","year":2022,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"University of Toronto","keywords":"Equity (law); Health care; Focus (optics); Quality (philosophy); Key (lock); Medicine; Patient safety; MEDLINE; Medical emergency; Computer science; Computer security; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.04342064,0.0005755073,0.00136004,0.0009998034,0.004390254,0.0004461882,0.001617522,0.002964007,0.04016408],"category_scores_gemma":[0.0149772,0.0004754846,0.0003378345,0.001346575,0.0001661283,0.001064201,0.0002106633,0.05382871,0.0006805307],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.0346623,"about_ca_system_score_gemma":0.07971104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2594895,"about_ca_topic_score_gemma":0.8530989,"domain_scores_codex":[0.9458289,0.03979275,0.003983149,0.0007503906,0.006588863,0.003056],"domain_scores_gemma":[0.9808138,0.009569984,0.004747203,0.0007281755,0.00109231,0.003048505],"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":[0.00001031715,0.00002227134,0.04571438,0.001013032,0.0001152472,0.0006054743,0.01754881,0.000008342253,1.574323e-8,0.0004475572,0.9324682,0.002046346],"study_design_scores_gemma":[0.0007287144,0.00008654167,0.00313356,0.00164172,0.00002040307,0.00005631102,0.04422603,0.000009076029,1.926534e-8,0.001966084,0.9477143,0.0004172509],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001343146,0.008594057,0.000006532099,0.9697812,0.01450586,0.001861706,0.0003796736,0.00005745421,0.003470367],"genre_scores_gemma":[0.001060394,0.004665376,0.00004066207,0.9558163,0.02055339,0.0003741591,0.0004625679,0.0001254218,0.01690173],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5936094,"threshold_uncertainty_score":0.9997697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3657886993990626,"score_gpt":0.5115349701520739,"score_spread":0.1457462707530113,"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."}}