{"id":"W4408244511","doi":"10.1111/medu.15635","title":"Really good stuff just got even better","year":2025,"lang":"en","type":"editorial","venue":"Medical Education","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"MEDLINE; Psychology; Medical education; Medicine; Political science; Law","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001098284,0.0002436648,0.0003288587,0.0001750747,0.0003121503,0.0004577194,0.0006741264,0.001083725,0.004991772],"category_scores_gemma":[0.009268536,0.0002159906,0.0001038138,0.00005594886,0.0001676633,0.0002512477,0.0001069459,0.002399561,0.0001493844],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001627868,"about_ca_system_score_gemma":0.006011475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001605621,"about_ca_topic_score_gemma":0.0005167291,"domain_scores_codex":[0.9972239,0.0001409583,0.0004896991,0.0004075373,0.001422569,0.0003153171],"domain_scores_gemma":[0.9981052,0.0008027541,0.0002162443,0.0002926616,0.0004280933,0.0001550167],"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":[0.000004381347,0.0001291618,0.00001065047,0.0002032708,0.00002843897,0.000001094014,0.005703538,2.062094e-8,3.916739e-8,0.008109034,0.9526022,0.03320817],"study_design_scores_gemma":[0.0001876256,0.0000221394,0.00001024892,0.0009640895,0.00008400471,4.885414e-7,0.001813836,0.00000597872,2.196538e-7,0.001058943,0.9956329,0.0002195578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007566107,0.0006604895,0.000009627755,0.02317083,0.7361208,0.000116173,0.00007635334,0.0001105245,0.2396596],"genre_scores_gemma":[0.0002604799,0.0001568102,0.00002511166,0.004680635,0.8267061,0.00006912468,0.002287406,0.00002777603,0.1657866],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.09058528,"threshold_uncertainty_score":0.999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248863137030881,"score_gpt":0.2970523407258862,"score_spread":0.2845637093555774,"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."}}