{"id":"W1978049977","doi":"10.1067/mhn.2002.127891","title":"Predicting Calcium Status Post Thyroidectomy with Early Calcium Levels","year":2002,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Thyroidectomy; Calcium; Medicine; Logistic regression; Total thyroidectomy; Prospective cohort study; Calcium supplementation; Surgery; Blood calcium; Internal medicine; Thyroid","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002225529,0.0003755517,0.0007012183,0.0002737222,0.0001878152,0.00004005827,0.0001643725,0.0003032263,0.00093561],"category_scores_gemma":[0.0001909348,0.0002992923,0.0001607017,0.0004149083,0.0002402169,0.0002090015,0.0000788829,0.0006698716,0.0007323901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008686661,"about_ca_system_score_gemma":0.0001359495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004890382,"about_ca_topic_score_gemma":0.00006676251,"domain_scores_codex":[0.9972904,0.0001494261,0.0004553168,0.000612012,0.0003983042,0.001094536],"domain_scores_gemma":[0.9981977,0.0002631462,0.0001585255,0.0006277531,0.00022077,0.0005321532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005091119,0.000303228,0.9172975,0.00005174275,0.0002145349,0.001547191,0.001402935,0.000005840763,0.06985211,0.0002959748,0.007993593,0.0005262612],"study_design_scores_gemma":[0.003817355,0.001962192,0.9620137,0.00007348945,0.0001697768,0.002315972,0.0001909387,0.0004913554,0.006008528,0.00001850052,0.02244513,0.0004930629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688792,0.002265823,0.0003683313,0.001277441,0.0003497833,0.0005330773,0.00007335636,0.0003039564,0.02594901],"genre_scores_gemma":[0.9908292,0.00003663284,0.0006063404,0.002162781,0.0004990809,0.00005819818,0.0000467201,0.0000861638,0.005674899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06384359,"threshold_uncertainty_score":0.9999776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03867588683253465,"score_gpt":0.2680792415795501,"score_spread":0.2294033547470155,"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."}}