{"id":"W3093804071","doi":"10.1016/j.humpath.2020.10.004","title":"Cytokeratin profiles in pituitary neuroendocrine tumors","year":2020,"lang":"en","type":"article","venue":"Human Pathology","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Cytokeratin; Keratin; Pituitary tumors; Pathology; Staining; Immunohistochemistry; Neuroendocrine tumors; Biology; Keratin 8; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002446544,0.0001328752,0.0002909699,0.00007063684,0.00004878966,0.0000044192,0.00005679876,0.00002495585,0.000313224],"category_scores_gemma":[0.00003601447,0.0001112322,0.00005114483,0.0001014962,0.00005643038,0.00004105317,0.00004440093,0.0001648811,0.0001259519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001290422,"about_ca_system_score_gemma":0.00002734489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002555426,"about_ca_topic_score_gemma":0.00003101223,"domain_scores_codex":[0.9991224,0.00005104683,0.0002130175,0.0002869536,0.00007957756,0.0002469826],"domain_scores_gemma":[0.9996765,0.00001263322,0.0000319277,0.0001454676,0.00001280323,0.0001207013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002646423,0.0005774659,0.9387312,0.00009785032,0.00002415307,0.0410584,0.0009204755,0.000008612462,0.01172765,0.001554944,0.003685356,0.001349285],"study_design_scores_gemma":[0.006913295,0.002053677,0.9853187,0.00003079663,0.00004459641,0.001065844,0.0001966745,0.0001129002,0.001486515,0.0009725073,0.001615571,0.0001889163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897746,0.0003265352,0.00000923069,0.003385998,0.00003580941,0.0003124108,0.00001086167,0.00006865954,0.006075835],"genre_scores_gemma":[0.9954768,0.00002018408,0.0001849492,0.003844104,0.00009064185,0.00003828934,0.0001224296,0.00001688678,0.0002056602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04658754,"threshold_uncertainty_score":0.4535918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.030541093528489,"score_gpt":0.2836330109330651,"score_spread":0.2530919174045761,"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."}}