{"id":"W1678933000","doi":"10.1111/ajt.12641","title":"Banff Fibrosis Study: Multicenter Visual Assessment and Computerized Analysis of Interstitial Fibrosis in Kidney Biopsies","year":2014,"lang":"en","type":"article","venue":"American Journal of Transplantation","topic":"Renal Transplantation Outcomes and Treatments","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Metabolomics Innovation Centre; University of Alberta","funders":"","keywords":"Medicine; Trichrome; Immunohistochemistry; Masson's trichrome stain; Pathology; Renal function; Fibrosis; Pathological; Internal medicine; H&E stain","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":[0.004006804,0.00121635,0.001436851,0.003152236,0.001133614,0.001366028,0.001472699,0.001410608,0.001747885],"category_scores_gemma":[0.006266243,0.0006954041,0.0009926576,0.001707107,0.000728355,0.001945972,0.002042144,0.0008091481,0.000410764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009395105,"about_ca_system_score_gemma":0.000896369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01092104,"about_ca_topic_score_gemma":0.01596951,"domain_scores_codex":[0.9967321,0.001477057,0.0003008088,0.0005413701,0.0007493838,0.0001992094],"domain_scores_gemma":[0.9953544,0.0006693638,0.002010227,0.0003815914,0.001010087,0.0005743115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009545716,0.0005694245,0.9754508,0.0001414026,0.0008790621,0.0001585883,0.0001644847,0.0003060373,0.001432135,0.0001204123,0.0008933419,0.01033856],"study_design_scores_gemma":[0.0008978545,0.0008045491,0.9953943,0.00003678273,0.0003068317,0.0004520971,0.000183861,0.0007139748,0.0004684947,0.00009159625,0.0006204437,0.0000291246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991234,0.001393565,0.001248327,0.0001270878,0.00003303427,0.0006189274,0.002269344,0.00006058407,0.003015061],"genre_scores_gemma":[0.9928603,0.0002489493,0.002825923,0.0001402218,0.00005937709,0.0004662888,0.002521936,0.00003387895,0.0008430132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01092104,"threshold_uncertainty_score":0.02171493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005371096204036,"score_gpt":0.3286602725590364,"score_spread":0.3186065615969961,"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."}}