{"id":"W4233841661","doi":"10.1111/ans.16808","title":"Abstract Journal Endocrine Surgery","year":2021,"lang":"en","type":"article","venue":"ANZ Journal of Surgery","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Prioris.ai (Canada)","funders":"","keywords":"Medicine; Endocrine surgery; General surgery; Endocrine system; Internal medicine; Hormone; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001334013,0.00046086,0.0003806547,0.00179249,0.001217736,0.002086389,0.0004476838,0.001336349,0.3049158],"category_scores_gemma":[0.009965733,0.0002366801,0.0004925524,0.001098711,0.0005341068,0.0008306499,0.001131407,0.002230459,0.1213645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221,"about_ca_system_score_gemma":0.003757032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001486971,"about_ca_topic_score_gemma":0.003265226,"domain_scores_codex":[0.9985575,0.0003001687,0.0001364247,0.0001602238,0.000654997,0.0001907019],"domain_scores_gemma":[0.9926779,0.0009825859,0.0004391795,0.0004083325,0.002408528,0.003083533],"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":[0.0001012271,0.0001436241,0.005454928,0.0003332877,0.00003697438,0.0009084955,0.00008396101,0.00005694539,0.0007169143,0.00185734,0.7875549,0.2027516],"study_design_scores_gemma":[0.00003772913,0.00006591288,0.007632322,0.0004062904,0.00002096031,0.002006827,0.0001489466,0.00004253306,0.0002868772,0.001159145,0.9881817,0.00001090975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01042182,0.01340847,0.001102169,0.0946583,0.04688349,0.0002026531,0.00222277,0.0005191562,0.8305811],"genre_scores_gemma":[0.08613466,0.01831353,0.001775996,0.03867736,0.03687875,0.0001869044,0.003102944,0.0002823297,0.8146474],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3049158,"threshold_uncertainty_score":0.9914533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3830004548552354,"score_gpt":0.4763305777443357,"score_spread":0.09333012288910031,"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."}}