{"id":"W6904622596","doi":"10.1371/journal.pone.0301153.s001","title":"Survey cover letter and questionnaire.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Head and neck; Endocrine surgery; Demographics; Logistic regression; Primary hyperparathyroidism; Census; Parathyroid hormone; Endocrine system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003384025,0.000897681,0.0009829538,0.001370209,0.0009169417,0.001030202,0.0008211957,0.001514771,0.3317295],"category_scores_gemma":[0.008593452,0.0004836505,0.0002675555,0.001462838,0.0002558664,0.00121358,0.001111183,0.001446674,0.1335329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001033509,"about_ca_system_score_gemma":0.002225647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002782959,"about_ca_topic_score_gemma":0.002976311,"domain_scores_codex":[0.9985123,0.000502517,0.0002677846,0.000190953,0.0002589346,0.0002674883],"domain_scores_gemma":[0.9953067,0.001622727,0.0004060868,0.0003444468,0.00167842,0.0006416099],"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":[0.0006089339,0.002000029,0.005508617,0.001040502,0.0000108569,0.0001295362,0.0007770893,0.0001450855,0.0003433269,0.001029557,0.8857678,0.1026387],"study_design_scores_gemma":[0.001438269,0.001977684,0.04731386,0.0009279739,0.00002475703,0.0002175696,0.004250108,0.001685046,0.0005854155,0.002151566,0.939357,0.00007071486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.06324247,0.000667518,0.006155951,0.01122029,0.00283209,0.1471466,0.435379,0.003041439,0.3303146],"genre_scores_gemma":[0.1355169,0.002657216,0.02087128,0.01973587,0.001094546,0.4174199,0.1271839,0.0004263122,0.2750941],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6682705,"threshold_uncertainty_score":0.9532067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04251352687976704,"score_gpt":0.3086504154052956,"score_spread":0.2661368885255285,"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."}}