{"id":"W2107725343","doi":"10.1186/s40463-015-0063-9","title":"Thyroid Fine-needle aspiration biopsy: An evaluation of its utility in a community setting","year":2015,"lang":"en","type":"review","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon Health Network; Memorial University of Newfoundland","funders":"","keywords":"Medicine; Malignancy; Fine-needle aspiration; Thyroid; Exact test; Thyroidectomy; Biopsy; Medical diagnosis; Radiology; Thyroid cancer; Thyroid nodules; Surgery; Pathology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005030569,0.0003626939,0.0003038806,0.003006886,0.001044858,0.001220043,0.0009788106,0.0008295536,0.001424532],"category_scores_gemma":[0.01968964,0.0002903761,0.0002857279,0.002176483,0.001041208,0.001026797,0.001560735,0.0003947489,0.0002984102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001627042,"about_ca_system_score_gemma":0.001983163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01981857,"about_ca_topic_score_gemma":0.02535233,"domain_scores_codex":[0.9964774,0.0009029924,0.0003487048,0.0002307245,0.001778224,0.0002618804],"domain_scores_gemma":[0.9883102,0.002685751,0.002242524,0.0002865623,0.004821742,0.001653243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002744319,0.0002114478,0.9784733,0.0001547209,0.00003395505,0.0009794566,0.0007761711,0.00009598845,0.0005455073,0.0000335331,0.0002175397,0.01820397],"study_design_scores_gemma":[0.0000567795,0.001747362,0.9831169,0.0001255314,0.00005103193,0.009284454,0.003237121,0.00121486,0.0002830764,0.00006118834,0.0007881313,0.00003361723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9969586,0.0009929159,0.0001949394,0.0001460742,0.000008987819,0.000103051,0.0001012768,0.00001799781,0.001476234],"genre_scores_gemma":[0.9988415,0.0003878922,0.0005779827,0.00003363609,0.00001185509,0.00001769909,0.00007744533,0.000002925185,0.00004901401],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01981857,"threshold_uncertainty_score":0.03940642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425740535122335,"score_gpt":0.3924191069992297,"score_spread":0.2498450534869961,"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."}}