{"id":"W2523972084","doi":"10.1016/j.ijsu.2016.09.034","title":"Peer review report 2 on “Predictors and risk factors of hypoparathyroidism after total thyroidectomy”","year":2016,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; CancerCare Manitoba","funders":"","keywords":"Medicine; Hypoparathyroidism; Thyroidectomy; Total thyroidectomy; General surgery; Pediatrics; Surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007289207,0.0001467728,0.0005013273,0.0002283685,0.00001349439,0.0000109078,0.00006834471,0.00004571756,0.000128152],"category_scores_gemma":[0.001277469,0.00007950251,0.0003671605,0.00006089269,0.0000665543,0.0001530293,0.00002230885,0.000123279,0.000006156566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001414067,"about_ca_system_score_gemma":0.0001337129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000334197,"about_ca_topic_score_gemma":0.00000159266,"domain_scores_codex":[0.9976735,0.00004636177,0.0008015166,0.0001553094,0.001204959,0.0001183198],"domain_scores_gemma":[0.9971803,0.0006198504,0.0008100689,0.0001598824,0.001070935,0.000158892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004175224,0.0002706051,0.9303005,0.00002300164,0.0007901671,0.001647657,0.00005359698,6.645496e-7,0.0004250982,0.00001391053,0.06197682,0.004080509],"study_design_scores_gemma":[0.0009191881,0.0002470586,0.9727203,0.002249157,0.0002733433,0.001888969,0.00001342612,2.19138e-7,0.004729775,0.00007797118,0.01679023,0.00009040027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707731,0.02038373,0.00001724651,0.00722933,0.001215084,0.00008634366,0.0000800161,0.000006577787,0.0002085713],"genre_scores_gemma":[0.9454195,0.05320574,0.00003342905,0.0001945567,0.0004157995,0.000007203775,0.000007428352,0.00001431415,0.0007019688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04518659,"threshold_uncertainty_score":0.3242018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02748424733830145,"score_gpt":0.2999388670406292,"score_spread":0.2724546197023277,"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."}}