{"id":"W2036521594","doi":"10.2310/7070.2006.0049","title":"Koilocytosis in Oral Squamous Cell Carcinoma: What Does It Mean?","year":2007,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Koilocyte; Medicine; Stage (stratigraphy); Pathology; Internal medicine; Carcinoma; Gastroenterology; Epidermoid carcinoma; Cancer; Oncology; Cervical cancer; Cervical intraepithelial neoplasia; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0017196,0.0005701518,0.001112285,0.002022605,0.0005932073,0.001774708,0.0009672895,0.002139434,0.001406521],"category_scores_gemma":[0.01033101,0.000331866,0.0003001504,0.002077736,0.002173099,0.00248852,0.0005281981,0.00102297,0.0007733547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006044239,"about_ca_system_score_gemma":0.0006268833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001546841,"about_ca_topic_score_gemma":0.001599505,"domain_scores_codex":[0.9991729,0.0002508939,0.0001579185,0.00009679826,0.0002224671,0.00009897967],"domain_scores_gemma":[0.9959282,0.001764734,0.001225727,0.0001318822,0.0006101974,0.0003392329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005643251,0.0000823595,0.9440251,0.0008165088,0.0001177847,0.002733452,0.0004718405,0.0001715852,0.0006445901,0.0002119722,0.003820316,0.0463402],"study_design_scores_gemma":[0.00007642266,0.0008034437,0.9463302,0.001599648,0.00035311,0.03501407,0.004265051,0.001161268,0.0004979047,0.001781814,0.008012867,0.0001041613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7642319,0.2139051,0.001023552,0.01626335,0.001384885,0.000041174,0.0004518963,0.00009497883,0.00260317],"genre_scores_gemma":[0.9572813,0.03658628,0.0006237086,0.001550386,0.003187386,0.00004779944,0.0002696783,0.00001781871,0.0004355413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002139434,"threshold_uncertainty_score":0.009094179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190965249025283,"score_gpt":0.2922410073734355,"score_spread":0.2703313548831827,"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."}}