{"id":"W3199691472","doi":"10.1097/aln.0000000000003970","title":"A Letter to Medical Students from an Anesthesiologist","year":2021,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Assembly of First Nations","funders":"","keywords":"Medicine; Anesthesiology; Medical education; General surgery; Anesthesia","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":[],"consensus_categories":[],"category_scores_codex":[0.001262308,0.0009966774,0.0006621403,0.0005914166,0.004593447,0.002885487,0.0008251463,0.01305461,0.06694449],"category_scores_gemma":[0.01816845,0.0006121373,0.0008031968,0.000426628,0.001248665,0.002518149,0.001894676,0.01407205,0.02808663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002351673,"about_ca_system_score_gemma":0.004105049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004148004,"about_ca_topic_score_gemma":0.006222097,"domain_scores_codex":[0.9983135,0.0005483073,0.0001655591,0.0001751131,0.0004486346,0.0003488925],"domain_scores_gemma":[0.9950045,0.001103815,0.0002450673,0.000147331,0.001493654,0.002005636],"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":[0.00002943114,0.00004317542,0.0004127055,0.00003349054,0.000003782817,0.003182511,0.0001642699,0.00001604725,0.00008085075,0.0002642518,0.9914454,0.004324011],"study_design_scores_gemma":[0.00006534075,0.0001192564,0.002303903,0.0002799169,0.000008923796,0.006652818,0.001876068,0.0002042867,0.0001614684,0.0009640863,0.9873323,0.0000315663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004398227,0.003717523,0.0002983109,0.8084639,0.1372724,0.000166216,0.0001091567,0.0002164884,0.0453578],"genre_scores_gemma":[0.02777744,0.003388065,0.0003472689,0.766538,0.05041328,0.0001243076,0.0001150036,0.0001229451,0.1511738],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06694449,"threshold_uncertainty_score":0.2239516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1244854862958679,"score_gpt":0.4429623311920104,"score_spread":0.3184768448961425,"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."}}