{"id":"W4285247808","doi":"10.4103/joacp.joacp_678_20","title":"Post-double lung transplant, emergent cervical spine surgery, and COVID pandemic: A triple threat to perioperative management","year":2022,"lang":"en","type":"article","venue":"Journal of Anaesthesiology Clinical Pharmacology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Surgery; Myelopathy; Past medical history; Spinal cord","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002825905,0.0002184665,0.001206593,0.000328812,0.0002206369,0.000006594196,0.000193707,0.0001388679,0.001502906],"category_scores_gemma":[0.00008076423,0.0001655662,0.0004114927,0.0002140271,0.0001836176,0.00005858576,0.00007699537,0.0008654471,0.000005486489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009847745,"about_ca_system_score_gemma":0.0002600439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001964738,"about_ca_topic_score_gemma":0.00001314406,"domain_scores_codex":[0.9964772,0.001104572,0.001442202,0.0003562812,0.0002542001,0.0003655592],"domain_scores_gemma":[0.9980323,0.0007500225,0.0003487314,0.0001270854,0.0001890755,0.0005527255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03145208,0.001270608,0.9082132,0.0002294724,0.001616713,0.00560793,0.001467149,0.0002547772,0.003701778,0.0003305055,0.01317926,0.03267654],"study_design_scores_gemma":[0.0168944,0.01509734,0.9178686,0.0000468635,0.002193904,0.003968571,0.001067087,0.0001995559,0.0002984923,0.00008815883,0.0419337,0.0003433617],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691944,0.0008301037,0.001063104,0.02636669,0.001825733,0.0005661556,0.00002485971,0.00002244038,0.0001065794],"genre_scores_gemma":[0.940806,0.01066959,0.004491554,0.04288385,0.0005546455,0.00005273949,0.00002575716,0.00002858386,0.0004872697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03233318,"threshold_uncertainty_score":0.9994099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08455721447364294,"score_gpt":0.4421325984300767,"score_spread":0.3575753839564337,"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."}}