{"id":"W4392281247","doi":"10.1080/0142159x.2024.2322706","title":"ASPIRE for excellence in curriculum development","year":2024,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"School of Medicine, University of South Carolina; Lee Kong Chian School of Medicine, Nanyang Technological University; Universidad del Rosario; Nanyang Technological University; Uniwersytet Łódzki; University of Tasmania; University of Leeds; University of South Carolina; Georgetown University","keywords":"Excellence; Accreditation; Curriculum; Scholarship; General partnership; Globe; Medical education; Variety (cybernetics); Curriculum development; Engineering ethics; Faculty development; Political science; Pedagogy; Sociology; Medicine; Professional development; Engineering; Computer science","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":[0.05256706,0.001499438,0.001903706,0.003898924,0.003206131,0.01559773,0.004252834,0.005569122,0.05783997],"category_scores_gemma":[0.05894809,0.000794735,0.001531094,0.003296821,0.003893121,0.006090893,0.02525099,0.009177238,0.07520688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006157776,"about_ca_system_score_gemma":0.04215328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001547188,"about_ca_topic_score_gemma":0.002809088,"domain_scores_codex":[0.9421229,0.01696017,0.004601052,0.003069217,0.02623594,0.00701079],"domain_scores_gemma":[0.9368703,0.006781253,0.00372701,0.006693644,0.01835443,0.02757342],"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":[0.000148534,0.0003199833,0.001678464,0.001614477,0.00005905445,0.0003700252,0.001816279,0.0006520983,0.001942153,0.2192169,0.4536516,0.3185304],"study_design_scores_gemma":[0.00004755085,0.0001895542,0.001969382,0.0008852964,0.000007523888,0.0002310502,0.0003563093,0.0003610141,0.0005192603,0.02608653,0.9693227,0.00002384938],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.008398734,0.01405423,0.08273508,0.1964193,0.01568179,0.004348252,0.002854181,0.007887165,0.6676213],"genre_scores_gemma":[0.0883581,0.01875744,0.3397041,0.05044673,0.004643661,0.01092144,0.01098892,0.004011271,0.4721684],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05783997,"threshold_uncertainty_score":0.2780045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139025008653403,"score_gpt":0.3680982566478782,"score_spread":0.3467080065613442,"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."}}