{"id":"W2767437472","doi":"10.1016/j.jneumeth.2017.10.024","title":"Automated immunohistochemical method to analyze large areas of the human cortex","year":2017,"lang":"en","type":"article","venue":"Journal of Neuroscience Methods","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Immunohistochemistry; Cortex (anatomy); Computer science; Neuroscience; Artificial intelligence; Biology; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004416969,0.0005309425,0.0002944413,0.001376568,0.0004937341,0.0005760696,0.0007285404,0.000493849,0.00443976],"category_scores_gemma":[0.0005889728,0.0004105884,0.0004047351,0.0006690086,0.0002209257,0.0004468441,0.000512971,0.000389083,0.001214444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003850982,"about_ca_system_score_gemma":0.0009838252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002446709,"about_ca_topic_score_gemma":0.00526617,"domain_scores_codex":[0.9997357,0.00003222183,0.00001318514,0.00006714684,0.0001196278,0.00003210867],"domain_scores_gemma":[0.9995504,0.000088327,0.00004994604,0.00009840367,0.0001860853,0.00002681032],"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":[0.0001956857,0.0001881588,0.006374836,0.0002586549,0.0002001116,0.0002690021,0.0001469991,0.01468424,0.4892246,0.006512948,0.008059808,0.473885],"study_design_scores_gemma":[0.0001003086,0.0003120163,0.04642616,0.00005284017,0.0002279797,0.002944824,0.0001730472,0.6205029,0.2804782,0.01447008,0.03420708,0.000104536],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04557551,0.0002653695,0.9471303,0.00009328091,0.00006529706,0.0001273541,0.0004913775,0.003531153,0.002720467],"genre_scores_gemma":[0.185591,0.0002048319,0.8085042,0.00009398796,0.00004029735,0.0002875815,0.0007910011,0.0005041793,0.00398289],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00443976,"threshold_uncertainty_score":0.01485252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06543723688690938,"score_gpt":0.4940590845346088,"score_spread":0.4286218476476994,"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."}}