{"id":"W4360952115","doi":"10.26443/mjm.v21i1.1051","title":"Experimental Medicine Biomedical Graduate Conference (AMBGC)","year":2023,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Medical education; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006726148,0.0001729785,0.0003861676,0.000455401,0.00005162972,0.000003625888,0.0002412746,0.00009245622,0.0005474737],"category_scores_gemma":[0.0002183287,0.0001150059,0.00004861501,0.0006707506,0.0002733622,0.00009387409,0.00002306012,0.0003615736,0.00007257079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007831199,"about_ca_system_score_gemma":0.00001740616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001193903,"about_ca_topic_score_gemma":2.862937e-7,"domain_scores_codex":[0.9982776,0.00002280915,0.0005949062,0.0001041742,0.0007163265,0.0002841894],"domain_scores_gemma":[0.9991739,0.0001115751,0.00008399627,0.0001347036,0.0001101008,0.0003857548],"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":[0.0000261161,0.00006555977,0.00001379746,0.0002657821,0.0001312949,0.0002254414,0.001319718,0.0002482194,0.2524022,0.0008131615,0.7151005,0.02938823],"study_design_scores_gemma":[0.008362842,0.003102206,0.006592982,0.003488956,0.0002036488,0.001573128,0.004941345,0.02871416,0.02475724,0.002499015,0.9149894,0.0007750549],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7607086,0.007137643,0.01444186,0.157479,0.04169326,0.0004458682,0.00004227654,0.001847218,0.01620427],"genre_scores_gemma":[0.9967089,0.0006977794,0.0002239538,0.0004161278,0.001704185,0.000003999686,0.00001948476,0.000030078,0.0001954402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2360004,"threshold_uncertainty_score":0.5994453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08369136295652979,"score_gpt":0.3065400121805605,"score_spread":0.2228486492240307,"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."}}