{"id":"W4403922314","doi":"10.4103/cmrp.cmrp_110_24","title":"Beyond boundaries: An exploration of general surgery education in Canada and India","year":2024,"lang":"en","type":"article","venue":"Current Medicine Research and Practice","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003361483,0.00008044397,0.0001908157,0.0006360221,0.00009596444,0.00004733703,0.0000392926,0.00004281635,0.00008463326],"category_scores_gemma":[0.01063785,0.00006561111,0.000006448793,0.001035022,0.0004129701,0.001006048,0.00002355105,0.0006163937,0.000001510863],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003212937,"about_ca_system_score_gemma":0.01464006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3291718,"about_ca_topic_score_gemma":0.07020433,"domain_scores_codex":[0.9981694,0.0002787674,0.000368961,0.0002377331,0.0007392486,0.0002058741],"domain_scores_gemma":[0.9975835,0.001401989,0.00006180818,0.0001725234,0.000627353,0.0001528175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001916115,0.00024114,0.01516297,0.001233408,0.00001983669,0.00001750941,0.003177601,1.765425e-7,0.0002756009,0.01238486,0.1091478,0.8581475],"study_design_scores_gemma":[0.000991118,0.00095637,0.07515088,0.003820268,0.0001193893,0.0003663214,0.05054508,0.00169126,0.0002996857,0.01203445,0.8537658,0.0002593974],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9465652,0.02088644,0.0001522339,0.02782492,0.002026099,0.0004283659,0.000003884449,0.00001185443,0.002101065],"genre_scores_gemma":[0.9922891,0.005313019,0.0004867571,0.0004125023,0.0009905422,0.00006064821,0.000273093,0.00001330064,0.0001610643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8578881,"threshold_uncertainty_score":0.997696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1618396310982861,"score_gpt":0.5087593721543437,"score_spread":0.3469197410560576,"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."}}