{"id":"W4409865799","doi":"10.1097/jmq.0000000000000243","title":"Quality Improvement Interventions to Enhance Physician Billing: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"American Journal of Medical Quality","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Psychological intervention; Generalizability theory; MEDLINE; Intervention (counseling); Family medicine; Quality management; Nursing","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0310227,0.0005856236,0.0117351,0.0003831708,0.0003835655,0.00001624022,0.001943235,0.0003509263,0.0004119648],"category_scores_gemma":[0.01966941,0.0003747525,0.00311603,0.001405955,0.000225964,0.00009589165,0.0005639094,0.003559848,0.0001979077],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001845476,"about_ca_system_score_gemma":0.0131126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004775445,"about_ca_topic_score_gemma":0.0001503318,"domain_scores_codex":[0.9707273,0.01368536,0.01154215,0.0005118026,0.002713061,0.0008203348],"domain_scores_gemma":[0.9757323,0.009327753,0.01162466,0.00119915,0.0008887245,0.001227464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000006775169,0.0001011996,0.000001502914,0.5604957,0.0002162165,0.000007763038,0.00009935086,3.884337e-9,1.974162e-8,0.0003209377,0.01038509,0.4283654],"study_design_scores_gemma":[0.0001077671,0.0002723681,0.000004533233,0.6385145,0.001419393,0.000003964295,0.0004444842,2.540286e-8,3.547253e-8,0.00006911845,0.3589398,0.0002240463],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002967852,0.9663866,0.00405415,0.02313809,0.001617136,0.003749163,0.0001000545,0.0000400515,0.0009117853],"genre_scores_gemma":[0.000004665741,0.9065789,0.0003103303,0.0910239,0.0006061738,0.0005352945,0.00002579682,0.00003499951,0.0008799208],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4281414,"threshold_uncertainty_score":0.9998704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1735916978902337,"score_gpt":0.6266005966816788,"score_spread":0.4530088987914451,"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."}}