{"id":"W4399389898","doi":"10.1503/cjs.009623","title":"Should my recommendation letter be written by artificial intelligence?","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Hôpital du Sacré-Cœur de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Set (abstract data type); Program director; Medical education; Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.007103477,0.0002463437,0.0003135453,0.0008372615,0.001532848,0.002935231,0.0007151275,0.001907375,0.03495757],"category_scores_gemma":[0.09550998,0.000187241,0.0003083828,0.0009976198,0.0008684368,0.001380531,0.0004636611,0.00114771,0.01711477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001391012,"about_ca_system_score_gemma":0.002556917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004201568,"about_ca_topic_score_gemma":0.006605119,"domain_scores_codex":[0.9919909,0.003362994,0.0009791829,0.0005195588,0.002435976,0.0007114895],"domain_scores_gemma":[0.927469,0.03355199,0.01449384,0.003250612,0.01772074,0.003513901],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001749627,0.0005433821,0.2285266,0.0008812534,0.0001052966,0.002107951,0.003132984,0.0003835594,0.004963037,0.003042547,0.3792289,0.3753349],"study_design_scores_gemma":[0.0003928967,0.002143563,0.3662966,0.001621669,0.0001977207,0.008996485,0.02238278,0.005282372,0.01873111,0.00671566,0.5669221,0.0003170803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6127839,0.002628718,0.02002016,0.1719059,0.01008251,0.00107139,0.003908598,0.002150269,0.1754485],"genre_scores_gemma":[0.8802829,0.00160785,0.02921471,0.03942561,0.003340425,0.0004202449,0.001480775,0.0003890429,0.04383846],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9928965,"threshold_uncertainty_score":0.1169447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1165503348463281,"score_gpt":0.3454311603007614,"score_spread":0.2288808254544333,"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."}}