{"id":"W2785330900","doi":"10.4300/jgme-d-17-00974.1","title":"A Toolkit for Medical Education Scholarship","year":2018,"lang":"en","type":"editorial","venue":"Journal of Graduate Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Context (archaeology); Medical education; Curriculum; Medicine; Public relations; Psychology; Political science; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1088706,0.001497571,0.001767057,0.009443406,0.01353704,0.04398971,0.007324626,0.02404103,0.05804571],"category_scores_gemma":[0.2291883,0.001531553,0.002062062,0.005530054,0.02917788,0.04875377,0.07143115,0.03219361,0.03541743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009905744,"about_ca_system_score_gemma":0.05965766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001127662,"about_ca_topic_score_gemma":0.002280324,"domain_scores_codex":[0.8816164,0.06455801,0.008172921,0.005536267,0.0339335,0.006182923],"domain_scores_gemma":[0.6831574,0.1574675,0.0101319,0.04355808,0.03493632,0.07074874],"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":[0.00004185462,0.0001654616,0.0004844885,0.0009226947,0.00002452838,0.000421065,0.009003256,0.0002152568,0.0002148693,0.3512821,0.4518147,0.1854097],"study_design_scores_gemma":[0.00002009779,0.00003758376,0.0001728212,0.001288151,0.000004296609,0.0001690517,0.002552394,0.0001016616,0.00008275122,0.09979828,0.8957369,0.00003612686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0013543,0.02047409,0.03418429,0.7531832,0.02774224,0.0008390865,0.0002931886,0.003201745,0.1587278],"genre_scores_gemma":[0.0923904,0.03462087,0.3234697,0.2440816,0.04622794,0.005954234,0.001247221,0.003986406,0.2480217],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1088706,"threshold_uncertainty_score":0.5757698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03071591645906383,"score_gpt":0.4201934284952434,"score_spread":0.3894775120361796,"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."}}