{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008615959,0.001952311,0.00150657,0.002748652,0.002924729,0.0152002,0.001428682,0.006583157,0.0829548],"category_scores_gemma":[0.04704218,0.0007155266,0.001432574,0.001290524,0.002667689,0.006529938,0.002352683,0.01228049,0.06331952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002650071,"about_ca_system_score_gemma":0.00412992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00145224,"about_ca_topic_score_gemma":0.005684729,"domain_scores_codex":[0.9909045,0.00187151,0.0009781396,0.0008276758,0.004695936,0.0007222319],"domain_scores_gemma":[0.9510642,0.007285673,0.001909316,0.00152665,0.02942384,0.008790328],"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":[0.00001013806,0.000005051515,0.00001549157,0.00009204469,0.00000548793,0.00002944698,0.00001730759,0.000004681785,0.00003445884,0.0003727153,0.9950898,0.004323365],"study_design_scores_gemma":[0.00001316918,0.00001217971,0.0001018518,0.0002231325,0.00001265544,0.0001304383,0.00007957682,0.00001602169,0.00005764441,0.0005309054,0.9988123,0.00001016088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004980775,0.004148222,0.0001937922,0.06710666,0.9183266,0.0000260321,0.00004971369,0.0001595251,0.009939661],"genre_scores_gemma":[0.001833539,0.008455074,0.0005072423,0.1036154,0.7607409,0.0000431586,0.0001227653,0.0003727229,0.1243091],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0829548,"threshold_uncertainty_score":0.2775114,"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."}}