{"id":"W2150223306","doi":"10.1016/j.humpath.2006.05.013","title":"Atypical immature cervical metaplasia: immunoprofiling and longitudinal outcome☆","year":2006,"lang":"en","type":"article","venue":"Human Pathology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Squamous intraepithelial lesion; Squamous metaplasia; Biomarker; Pathology; Metaplasia; Ki-67; Internal medicine; Immunohistochemistry; Gastroenterology; Cervical intraepithelial neoplasia; Cancer; Cervical cancer; Biology; Epithelium","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002484238,0.0001572385,0.00043805,0.0001138188,0.000162404,0.0000242597,0.00008900362,0.0002398239,0.0024883],"category_scores_gemma":[0.00004728171,0.0001251408,0.0001054162,0.0001189766,0.0002762418,0.00003750696,0.0001349719,0.000641741,0.00008220198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004968751,"about_ca_system_score_gemma":0.00002927956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004957732,"about_ca_topic_score_gemma":0.00009448387,"domain_scores_codex":[0.998595,0.00006526536,0.0003195517,0.0003835614,0.0002311169,0.0004055267],"domain_scores_gemma":[0.9993979,0.0000598229,0.00003664008,0.0002783271,0.00009966388,0.0001275858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001859508,0.0004093807,0.9144762,0.0004172264,0.00007493168,0.00295647,0.0001177025,0.000001462284,0.02588386,0.04486718,0.001638128,0.007297966],"study_design_scores_gemma":[0.001592671,0.0003133728,0.9914789,0.000006044163,0.00007619614,0.0009700975,0.00003046858,0.00002481456,0.0006104238,0.00229169,0.002489411,0.0001159591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748983,0.00193204,0.0001200969,0.001396071,0.00009962437,0.0002212114,0.000006709756,0.00007448883,0.02125145],"genre_scores_gemma":[0.9971538,0.00001889241,0.0005196251,0.0002481086,0.0004499268,0.00002199348,0.00005498339,0.0000222316,0.001510414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07700267,"threshold_uncertainty_score":0.9984236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04458018897420815,"score_gpt":0.3618722605981101,"score_spread":0.3172920716239019,"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."}}