{"id":"W3014400198","doi":"10.1097/phm.0000000000001402","title":"Perioperative Weakness","year":2020,"lang":"en","type":"review","venue":"American Journal of Physical Medicine & Rehabilitation","topic":"Peripheral Nerve Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Surgery; Weakness; Muscle weakness; Tibia; Anatomy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003710348,0.0005322185,0.005046637,0.0003460128,0.00004942607,0.00001172107,0.0002628567,0.00008223114,0.00008283711],"category_scores_gemma":[0.003579305,0.0003282506,0.001297007,0.001291411,0.001436121,0.0001630698,0.00003657054,0.001120424,0.00004076684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003706899,"about_ca_system_score_gemma":0.0008086293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003060204,"about_ca_topic_score_gemma":9.518658e-7,"domain_scores_codex":[0.9964763,0.0005879641,0.00134371,0.0003920437,0.0009262089,0.0002737583],"domain_scores_gemma":[0.9950945,0.001784724,0.001606931,0.0003192623,0.0007125175,0.0004820875],"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":[0.0001402859,0.0002399803,0.00001090693,0.003993053,0.0003558647,0.00005893414,0.003549785,0.000002159737,0.00001837352,0.000217967,0.0002625026,0.9911502],"study_design_scores_gemma":[0.001078061,0.09021942,0.0001054376,0.02154732,0.00248864,0.000243915,0.003876106,0.00003482116,2.722664e-7,0.000082782,0.880048,0.0002752351],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001439834,0.9920267,0.000134653,0.004704702,0.0002613736,0.0008299833,0.000008944862,0.00003081908,0.0005629193],"genre_scores_gemma":[0.008851808,0.9814322,0.003226406,0.0009240226,0.005092684,0.00008890963,0.00006774071,0.0002080346,0.0001082192],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9908749,"threshold_uncertainty_score":0.999917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01840135810986546,"score_gpt":0.383861808371581,"score_spread":0.3654604502617155,"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."}}