{"id":"W2617154597","doi":"10.1097/md.0000000000005752","title":"Risk factors for postoperative complications in total thyroidectomy","year":2017,"lang":"en","type":"article","venue":"Medicine","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Thyroidectomy; Total thyroidectomy; General surgery; Thyroid; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003391246,0.000175559,0.0004698412,0.0001564791,0.0003733261,0.00001876282,0.0001434783,0.00007968274,0.0000779843],"category_scores_gemma":[0.001851455,0.0001220426,0.00009068723,0.00008164303,0.000250064,0.0001059318,0.00003379875,0.0002319052,0.00003165976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005380074,"about_ca_system_score_gemma":0.00007317108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005365828,"about_ca_topic_score_gemma":0.0001034136,"domain_scores_codex":[0.9989,0.00003483496,0.0003167305,0.000296203,0.0001778567,0.0002743642],"domain_scores_gemma":[0.9984237,0.0004161395,0.000174785,0.0006863389,0.000123266,0.0001757668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000405779,0.0002828522,0.8935136,0.00002898214,0.0001002973,0.0000399949,0.004297086,0.00001421917,0.0280685,0.002097317,0.0682534,0.002898038],"study_design_scores_gemma":[0.003733179,0.00047093,0.9697291,0.00009261176,0.00005923657,0.0000293271,0.000724305,0.0003548329,0.001157035,0.0002020417,0.02330679,0.0001405861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707648,0.0006243426,0.0005678808,0.0168405,0.0003564599,0.0007502896,0.00005669801,0.00004551933,0.009993471],"genre_scores_gemma":[0.9967628,0.00008458367,0.0002735571,0.0006336473,0.0002769578,0.00007950347,0.0001137569,0.00002231858,0.001752941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07621559,"threshold_uncertainty_score":0.4976753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0450988052846276,"score_gpt":0.3406969357385097,"score_spread":0.2955981304538821,"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."}}