{"id":"W2542502512","doi":"10.1373/clinchem.2016.258210","title":"The Case of the Inverted Sample","year":2016,"lang":"en","type":"article","venue":"Clinical Chemistry","topic":"Parathyroid Disorders and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Primary hyperparathyroidism; Parathyroid hormone; Adenoma; Parathyroid adenoma; Medicine; Sampling (signal processing); Hyperparathyroidism; Internal medicine; Computer science; Calcium","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":[0.0008867152,0.001163288,0.0007764664,0.002862417,0.002775807,0.002399194,0.001994541,0.005549159,0.00665534],"category_scores_gemma":[0.01028016,0.0005526564,0.00128353,0.001726471,0.002676124,0.002009955,0.002619969,0.004890093,0.002346477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001466441,"about_ca_system_score_gemma":0.001743686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003690952,"about_ca_topic_score_gemma":0.002840645,"domain_scores_codex":[0.9986738,0.0001857618,0.0001057218,0.000346262,0.0002994757,0.000388941],"domain_scores_gemma":[0.9971219,0.0008401841,0.0004455344,0.0005258274,0.0003415245,0.0007250981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0002654988,0.00008465758,0.01416314,0.00006149221,0.0000219435,0.9634678,0.0003842329,0.0001372457,0.002588376,0.003640357,0.003136818,0.01204837],"study_design_scores_gemma":[0.0000265016,0.00008108925,0.002144497,0.00005282444,0.00002134091,0.9854085,0.0003072046,0.0006978525,0.002147428,0.002435922,0.006657828,0.00001896949],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7718988,0.009689722,0.06795984,0.05465927,0.006975549,0.001074358,0.002197929,0.001401491,0.08414305],"genre_scores_gemma":[0.9440217,0.001451531,0.02262184,0.01598239,0.003008485,0.0001683359,0.0006711294,0.0003266503,0.01174802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00665534,"threshold_uncertainty_score":0.0222643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05053998956830433,"score_gpt":0.3776058071608958,"score_spread":0.3270658175925915,"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."}}