{"id":"W2087625026","doi":"10.1007/s10459-006-9047-x","title":"Editorial — How Bad Is Medical Education Research Anyway?","year":2007,"lang":"en","type":"editorial","venue":"Advances in Health Sciences Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medical education; MEDLINE; Psychology; Medicine; Political 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01851371,0.005315958,0.008086525,0.008470429,0.006462029,0.01158888,0.006516872,0.04007573,0.01329882],"category_scores_gemma":[0.06606658,0.002327184,0.0047513,0.003408186,0.005384266,0.005990981,0.002902484,0.03591821,0.0114162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006507718,"about_ca_system_score_gemma":0.005672167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002720528,"about_ca_topic_score_gemma":0.00778294,"domain_scores_codex":[0.9851731,0.003134277,0.00241084,0.001438524,0.006935059,0.0009082051],"domain_scores_gemma":[0.9236859,0.03409278,0.006608049,0.001974763,0.0243761,0.009262408],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003284759,0.0000116527,0.0000316916,0.0002116913,0.0000382309,0.0001033692,0.00001096947,0.00001697013,0.00003218631,0.0001479256,0.9959505,0.003411992],"study_design_scores_gemma":[0.0001598818,0.00004833703,0.0006125739,0.001382575,0.0003078468,0.0004252714,0.00008659616,0.0002650166,0.0001806667,0.001282455,0.9951981,0.00005079291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001830669,0.00437355,0.00006938255,0.05113081,0.9436136,0.00001348583,0.00002997038,0.00003544677,0.0007154213],"genre_scores_gemma":[0.0002660311,0.002522877,0.00008201991,0.03705013,0.9572371,0.00001894907,0.00001697318,0.00002817762,0.002777691],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9814863,"threshold_uncertainty_score":0.097911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734712503266498,"score_gpt":0.5212355711115417,"score_spread":0.4938884460788767,"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."}}