{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03567852,0.0002624429,0.0004678346,0.0006219576,0.001209244,0.0002085926,0.0008788665,0.000263262,0.0001130955],"category_scores_gemma":[0.1542072,0.0002093753,0.00004895725,0.002367507,0.0008575901,0.0004494369,0.0004453291,0.001851538,0.000009664968],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004337806,"about_ca_system_score_gemma":0.009026217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004046702,"about_ca_topic_score_gemma":0.0001740017,"domain_scores_codex":[0.9888,0.005505786,0.001208158,0.0009343415,0.002800557,0.0007510955],"domain_scores_gemma":[0.9709886,0.02406609,0.0006540426,0.001800319,0.002059225,0.0004316737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001833921,0.001366191,0.01165014,0.00008619296,0.0001321473,0.000001366111,0.04677412,0.00003589083,0.001296944,0.0045548,0.05706827,0.8770156],"study_design_scores_gemma":[0.003553537,0.0008067553,0.1719786,0.0003473246,0.0003104186,0.0001040466,0.597259,0.0536244,0.0005401566,0.01109172,0.1602849,0.00009917629],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710133,0.005726128,0.001001735,0.01475983,0.001642573,0.0037407,0.00001810683,0.00006558168,0.002032046],"genre_scores_gemma":[0.9238164,0.001077156,0.06316697,0.002663756,0.001326139,0.003988175,0.002323169,0.00008271475,0.001555474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8769164,"threshold_uncertainty_score":0.9965917,"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."}}