{"id":"W4416826862","doi":"10.1177/01926233251394637","title":"Meeting Report Session 3: Neurobiomarkers STP 44th Annual Symposium 2025 Development and Utility of Neurobiomarkers in Nonclinical Toxicology Studies","year":2025,"lang":"en","type":"article","venue":"Toxicologic Pathology","topic":"Anesthesia and Neurotoxicity Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Laboratories","funders":"","keywords":"Neuropathology; Session (web analytics); Neurotoxicity; Presentation (obstetrics); Histopathology; Translational research","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00320662,0.001365462,0.0004924212,0.0009964663,0.001492769,0.003381316,0.001026272,0.00334597,0.09691389],"category_scores_gemma":[0.001869573,0.0003775124,0.001004286,0.0003050993,0.0004003801,0.00137813,0.002627211,0.003526619,0.04633102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001908919,"about_ca_system_score_gemma":0.003769186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001596562,"about_ca_topic_score_gemma":0.004261208,"domain_scores_codex":[0.9988845,0.0001761852,0.00004305158,0.0002057582,0.0004345366,0.0002559276],"domain_scores_gemma":[0.9975951,0.0001094476,0.0001076325,0.00006144562,0.001029351,0.001096902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000282352,0.0001987398,0.0004964832,0.0002352875,0.00001850147,0.0002502366,0.00008572435,0.0001635212,0.00418404,0.001849552,0.9348968,0.05733875],"study_design_scores_gemma":[0.00003300633,0.0002439054,0.001688954,0.000184518,0.00001342429,0.0003024374,0.0001519672,0.0002366077,0.001413145,0.001107972,0.9946021,0.00002198574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02077522,0.03460503,0.02052329,0.1418503,0.3803835,0.002308812,0.004808535,0.001804519,0.3929408],"genre_scores_gemma":[0.0359065,0.01470385,0.008248223,0.01265311,0.05914415,0.00115449,0.002908569,0.0005233415,0.8647577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09691389,"threshold_uncertainty_score":0.3242093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09121136470635423,"score_gpt":0.3942232474769222,"score_spread":0.303011882770568,"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."}}