{"id":"W4406501199","doi":"10.1016/j.ysur.2014.03.043","title":"10.1016/j.ysur.2014.03.043","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Thyroidectomy; Tertiary referral centre; Tertiary referral hospital; Anesthesia; Referral; Tertiary care; General surgery; Surgery; Thyroid; Internal medicine; Retrospective cohort study; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001964729,0.0001824249,0.0003334412,0.0001049716,0.00006444373,0.00002275576,0.0001039465,0.00009565614,0.9971037],"category_scores_gemma":[0.0000497006,0.0001623642,0.0001289826,0.0002168351,0.00003713561,0.00006550107,0.00002239684,0.0001672944,0.9987472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003275896,"about_ca_system_score_gemma":0.0000701625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001628667,"about_ca_topic_score_gemma":1.112873e-7,"domain_scores_codex":[0.998824,0.00004105941,0.0002395251,0.0002820286,0.0002436809,0.0003697136],"domain_scores_gemma":[0.9990657,0.00008276283,0.0000276903,0.0004300873,0.00005180407,0.0003419756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000313171,0.00008668463,0.000002039844,0.000006678657,0.00002624832,0.00004982009,0.00002485723,0.00001077314,0.0008360136,5.446762e-7,0.8115702,0.187073],"study_design_scores_gemma":[0.0005535407,0.0002538814,0.0003284787,0.00002565738,0.00003870466,0.00007351091,0.000001517936,0.00005124685,0.0004042511,0.00000275385,0.9980726,0.0001939039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007511651,0.0005335889,4.299392e-7,0.0007163396,0.000004018666,0.0002281457,0.00001554889,0.0002058354,0.9907845],"genre_scores_gemma":[0.00138085,0.00000197417,0.00008629524,0.000314522,0.0004645932,0.00001659669,0.00004267749,0.00004072211,0.9976518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1868791,"threshold_uncertainty_score":0.662102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00729732012800014,"score_gpt":0.1950774468562363,"score_spread":0.1877801267282362,"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."}}