{"id":"W4408796971","doi":"10.1016/j.labinv.2024.102383","title":"159 So-called “Infiltrating Epitheliosis” Shows a Spectrum of Morphologic and Molecular Features: Is It a Precursor for Malignancy?","year":2025,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Malignancy; Pathology; Spectrum (functional analysis); Biology; Medicine; Physics","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":[0.000307155,0.0001828295,0.0002888239,0.0001127469,0.0001889393,0.00003014936,0.00009480816,0.0002476643,0.00004458727],"category_scores_gemma":[0.0002111912,0.0001711035,0.00005636749,0.0003424691,0.0002128251,0.0001096512,0.00003103349,0.0001480465,0.00001544226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004902564,"about_ca_system_score_gemma":0.0002353802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002182394,"about_ca_topic_score_gemma":0.0000801877,"domain_scores_codex":[0.998718,0.0001789491,0.0003837831,0.0003641481,0.0001177193,0.0002374574],"domain_scores_gemma":[0.999139,0.0001426192,0.0002321761,0.0002669322,0.0001384582,0.00008089217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007735782,0.0006231964,0.2872888,0.004572289,0.0006989031,0.0003705378,0.007199628,0.00007440956,0.4841703,0.1673613,0.04394506,0.002921977],"study_design_scores_gemma":[0.003357104,0.0006520936,0.06101334,0.0007117301,0.0003596524,0.00003129303,0.000539933,0.0003891906,0.8669279,0.06369491,0.001923385,0.0003994506],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915248,0.001881691,0.0005755961,0.004052503,0.0002611827,0.0008892843,0.0003308519,0.00005712883,0.000426941],"genre_scores_gemma":[0.9853027,0.00003268284,0.00658949,0.006900269,0.00003540669,0.0002680743,0.00005371043,0.00001654069,0.0008010656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3827576,"threshold_uncertainty_score":0.6977398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01945142356232583,"score_gpt":0.30825630128347,"score_spread":0.2888048777211442,"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."}}