{"id":"W4414255149","doi":"10.1016/j.yexmp.2025.104996","title":"Automated quantification of collagen proportionate area correlates with molecular and histological markers of fibrosis in CCl4-treated rats","year":2025,"lang":"en","type":"article","venue":"Experimental and Molecular Pathology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health and Social Services Centre University Institute of Geriatrics of Sherbrooke; Université de Sherbrooke; Université Laval","funders":"Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Fibrosis; Extracellular matrix; Liver fibrosis; CCL4; Liver injury; Hepatic fibrosis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009818348,0.000438404,0.0002756802,0.001634355,0.000146389,0.0003561217,0.0002047606,0.0003392242,0.0007640677],"category_scores_gemma":[0.001028122,0.0002482221,0.0002328348,0.0004866514,0.0003390798,0.0004048927,0.0002367199,0.0003946951,0.0001956484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001818764,"about_ca_system_score_gemma":0.0001600237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007770997,"about_ca_topic_score_gemma":0.001443138,"domain_scores_codex":[0.9992009,0.000194677,0.00005156194,0.0001705546,0.0003094162,0.00007284642],"domain_scores_gemma":[0.9982738,0.0003867937,0.0006965217,0.0001532685,0.0003996319,0.00008996668],"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":[0.0006973444,0.0001029709,0.007472425,0.00007183985,0.00003238907,0.00002447024,0.00007387393,0.0003921119,0.9777529,0.00007713622,0.00005973998,0.01324271],"study_design_scores_gemma":[0.00002420451,0.001136685,0.1288429,0.00001930054,0.00007351353,0.0002288511,0.0000889116,0.01204867,0.8566446,0.0001204512,0.0007252852,0.00004661343],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955698,0.0008481786,0.04137661,0.00003160713,0.00002331499,0.00007449984,0.0003742668,0.0005597326,0.001013837],"genre_scores_gemma":[0.9522191,0.000520278,0.04431611,0.00005071662,0.00001613492,0.0001604163,0.0005716297,0.000109393,0.002036294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001634355,"threshold_uncertainty_score":0.005192518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008134855012685622,"score_gpt":0.2622549528473555,"score_spread":0.2541200978346699,"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."}}