{"id":"W2023766842","doi":"10.1245/s10434-011-1586-6","title":"Strategic Impact of a New Academic Endocrine Surgery Program","year":2011,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Endocrine surgery; Endocrine system; Medicine; Surgical oncology; General surgery; Thyroid; Surgery; Internal medicine; Hormone","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006127847,0.0002224065,0.001315593,0.0002698296,0.00001731786,0.000001939124,0.0001255531,0.0003153664,0.001141514],"category_scores_gemma":[0.00006166683,0.0001631007,0.0008260334,0.0004320103,0.0002677207,0.00008391797,0.00004788649,0.0004992458,0.00004507611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002392205,"about_ca_system_score_gemma":0.001392781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000472535,"about_ca_topic_score_gemma":0.000004933886,"domain_scores_codex":[0.9978569,0.0001511477,0.0009272806,0.0002680219,0.0002462085,0.0005504441],"domain_scores_gemma":[0.9979246,0.0006455939,0.0004065407,0.0002900751,0.0002297347,0.000503498],"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":[0.02268092,0.009035541,0.3038738,0.0003784646,0.001933549,0.006733661,0.001551566,0.00001121499,0.01707393,0.006433908,0.3228032,0.3074902],"study_design_scores_gemma":[0.007906639,0.02788337,0.3038065,0.0004640053,0.0004435942,0.005101995,0.0004820805,0.00007837775,0.05033033,0.008200053,0.5942211,0.001081962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455455,0.003453675,0.00000157856,0.00127804,0.0001435774,0.000313031,0.00001395385,0.00006612158,0.04918456],"genre_scores_gemma":[0.9896039,0.00896788,0.0002147542,0.0001472218,0.0002698764,0.00001637936,0.00002790365,0.00002221028,0.0007298571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3064083,"threshold_uncertainty_score":0.9997716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3376365684815941,"score_gpt":0.4620982703934924,"score_spread":0.1244617019118983,"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."}}