{"id":"W4412603838","doi":"10.1007/s40520-025-03139-9","title":"Bone status in patients with chronic hypoparathyroidism: results from the Italian HypoparaNET database","year":2025,"lang":"en","type":"article","venue":"Aging Clinical and Experimental Research","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Università degli Studi di Firenze; Alexion Pharmaceuticals; AstraZeneca","keywords":"Medicine; Hypoparathyroidism; Osteoporosis; Cohort; Menopause; Bone remodeling; Etiology; Vitamin D and neurology; Internal medicine; Ageing; Physiology; Bone density; Endocrine system; Cohort study; Pediatrics; Endocrinology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001021815,0.0002253504,0.0005173915,0.002407355,0.0002826872,0.0005399035,0.0003385489,0.0003831417,0.001753435],"category_scores_gemma":[0.002917844,0.0001709,0.0005167141,0.002932327,0.0001723581,0.0002559274,0.0005347189,0.000214587,0.0004302799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004740407,"about_ca_system_score_gemma":0.0004403889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01184284,"about_ca_topic_score_gemma":0.01048021,"domain_scores_codex":[0.9992223,0.0001522963,0.0001674873,0.0001795669,0.0002055114,0.00007289732],"domain_scores_gemma":[0.9981529,0.0002729949,0.000928347,0.000190144,0.0002783721,0.0001773073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000130445,0.00001605461,0.9976435,0.00006450588,0.00005620586,0.00006297455,0.00006954007,0.00002249874,0.00008891284,0.0000105887,0.0005244674,0.001310245],"study_design_scores_gemma":[0.00001566491,0.00003557877,0.9990981,0.00001425287,0.00003491608,0.0002238608,0.00005423641,0.00004083026,0.00001331342,0.000004883475,0.00046267,0.000001807872],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825146,0.001464805,0.00008824882,0.0001003535,0.000007543073,0.00007484505,0.014266,0.00001006668,0.001473618],"genre_scores_gemma":[0.9775719,0.0008673928,0.000217164,0.00009804492,0.0000318961,0.0001799462,0.02074828,0.000007176175,0.0002782185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01184284,"threshold_uncertainty_score":0.02354783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07777642189543116,"score_gpt":0.4233348685129447,"score_spread":0.3455584466175135,"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."}}