{"id":"W4309726550","doi":"10.1002/aet2.10818","title":"The next generation of researchers: <scp>One‐year</scp> outcome data from the <scp>SAEM Advanced Research Methodology Evaluation and Design in Medical Education</scp> ( <scp>ARMED MedEd</scp> ) program","year":2022,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Innovations in Medical Education","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Scholarship; Medical education; Inclusion (mineral); Program evaluation; Psychology; Interquartile range; 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":[0.04283901,0.0005099266,0.0008503121,0.002663729,0.002405759,0.002128964,0.001913667,0.00139815,0.0154791],"category_scores_gemma":[0.08751135,0.0005056127,0.00170216,0.003147785,0.00133619,0.00250341,0.004249655,0.003612426,0.005137926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002487742,"about_ca_system_score_gemma":0.01193333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008045409,"about_ca_topic_score_gemma":0.01082833,"domain_scores_codex":[0.9790363,0.007342274,0.002980587,0.001108835,0.007550992,0.001980978],"domain_scores_gemma":[0.8940277,0.02175408,0.02854862,0.01201015,0.03369476,0.009964761],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009615437,0.00491339,0.586529,0.002803211,0.0007486229,0.0002611579,0.005153312,0.001258804,0.0008575328,0.003361072,0.213055,0.1714434],"study_design_scores_gemma":[0.0008790412,0.003011487,0.9382755,0.001140726,0.0002369382,0.0001312824,0.002340823,0.0006904544,0.001772723,0.001151988,0.05028036,0.00008871357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7071579,0.0006889682,0.01649058,0.007220652,0.0005599867,0.04663968,0.1787278,0.001061758,0.04145259],"genre_scores_gemma":[0.6702676,0.0005886449,0.01858003,0.003035419,0.000213177,0.1996958,0.0945011,0.0003524902,0.01276569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.957161,"threshold_uncertainty_score":0.226557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7172582995488893,"score_gpt":0.5694039272449458,"score_spread":0.1478543723039435,"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."}}