{"id":"W6939665192","doi":"10.6084/m9.figshare.14936353.v1","title":"Additional file 2 of Rapid standardized operating rooms (RAPSTOR) in thyroid and parathyroid surgery","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Thyroid; Thyroidectomy; MEDLINE; Parathyroid hormone; Patient care","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":[0.0001090859,0.0002143241,0.0006587626,0.000171684,0.00007165102,0.00003419175,0.00005433855,0.0001486285,0.9718654],"category_scores_gemma":[0.007552792,0.0002097111,0.0002012689,0.0004058927,0.00002311056,0.0001502565,0.0000820649,0.0002783485,0.000405687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000466186,"about_ca_system_score_gemma":0.0008423036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002682526,"about_ca_topic_score_gemma":0.00001540894,"domain_scores_codex":[0.9983017,0.000119622,0.0005113947,0.0003873386,0.0003527506,0.00032714],"domain_scores_gemma":[0.9952792,0.003838817,0.0001548375,0.0002894503,0.0002610105,0.0001766937],"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":[0.00006264476,0.00008515225,0.00009001567,0.0001172178,0.00003185064,0.0003905294,0.00008174097,0.00000393919,0.002122931,0.00000116446,0.9957641,0.001248713],"study_design_scores_gemma":[0.000783854,0.00007561034,0.01624792,0.003012256,0.00001017052,0.00024763,0.0002043361,0.0001067676,0.00337336,0.000007590094,0.975677,0.0002534935],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.003541877,0.00527078,2.307243e-7,0.000106415,0.00003347528,0.0001652008,0.9853972,0.00004351977,0.005441266],"genre_scores_gemma":[0.01448727,0.00005912509,0.000493478,0.0003933816,0.0002412909,0.0004393535,0.9819254,0.00003595978,0.001924709],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9714597,"threshold_uncertainty_score":0.9041943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0285044383715111,"score_gpt":0.2492607311739901,"score_spread":0.220756292802479,"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."}}