{"id":"W2114941839","doi":"10.1080/01421590701754136","title":"Education scholarship: it's not just a question of ‘degree’","year":2008,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; London Health Sciences Centre","funders":"University of Toronto","keywords":"Scholarship; Medical education; Focus group; Faculty development; Higher education; Psychology; Medicine; Professional development; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0013544,0.0001287226,0.0002647118,0.000216099,0.00008910811,0.000004501479,0.0001584036,0.0003317582,0.00534125],"category_scores_gemma":[0.009478403,0.0001098872,0.00007191265,0.0005555177,0.0003699925,0.0001252763,0.00003213734,0.0008067567,0.0001851174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001747577,"about_ca_system_score_gemma":0.001525282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007277405,"about_ca_topic_score_gemma":0.000003545951,"domain_scores_codex":[0.9976205,0.0001194899,0.0005362155,0.0002433894,0.001270633,0.0002098262],"domain_scores_gemma":[0.9988211,0.00002523405,0.0001361931,0.0003872433,0.0004212153,0.0002089782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000176524,0.004257985,0.2502063,0.0003689851,0.00009146114,0.00003774631,0.002768979,4.266623e-7,0.0008538757,0.005417175,0.3384036,0.397417],"study_design_scores_gemma":[0.004369998,0.0007291205,0.6372977,0.002450896,0.0003214683,0.001616241,0.002359174,0.003339188,0.003115795,0.0008224415,0.3429205,0.0006574045],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9410511,0.0001395647,0.0008508342,0.03530173,0.0008779513,0.0002793445,4.611772e-7,0.00007829788,0.02142072],"genre_scores_gemma":[0.9786951,0.00007686039,0.003035935,0.005510093,0.000985194,0.00005675258,0.0000869082,0.00002390177,0.01152929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3967596,"threshold_uncertainty_score":0.9988652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.084363602695883,"score_gpt":0.4001681732069833,"score_spread":0.3158045705111003,"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."}}