{"id":"W4247814196","doi":"10.1038/sj.modpathol.3800842","title":"Cytopathology","year":2006,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"CD59; Complement system; Decay-accelerating factor; CD46; Complement membrane attack complex; Pathology; Immunohistochemistry; Immunofluorescence; Biology; Complement factor I; Inflammation; Immunology; Antibody; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001733784,0.000105964,0.0002715074,0.00008917956,0.00004453227,0.000004248604,0.00004837663,0.0001365078,0.00009870188],"category_scores_gemma":[0.00001912212,0.00008868092,0.00007821924,0.00006323124,0.00008691578,0.00002628196,0.00001224555,0.0001338539,0.00009473311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001632548,"about_ca_system_score_gemma":0.00002745652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001978894,"about_ca_topic_score_gemma":0.00002359526,"domain_scores_codex":[0.9991502,0.00008644996,0.0001984161,0.0002470021,0.00008255068,0.0002354516],"domain_scores_gemma":[0.999597,0.00005803071,0.00003726079,0.0002285681,0.00003561623,0.00004349177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003086478,0.0002942843,0.6371391,0.0001046754,0.00002238483,0.007880161,0.0006469903,0.00008084338,0.2934558,0.02291855,0.0007590016,0.03638951],"study_design_scores_gemma":[0.001745731,0.0002061432,0.9582496,0.00001099652,0.00009932165,0.005480185,0.00001589815,0.0003596032,0.006696483,0.02365042,0.003336415,0.0001492628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8214373,0.0003527126,0.1612221,0.001377184,0.0002348336,0.0001304094,0.00001010096,0.0001277506,0.01510762],"genre_scores_gemma":[0.9524963,0.00002063848,0.04326177,0.00123917,0.0002023983,0.00001563862,0.00004852759,0.00001864589,0.002696904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3211104,"threshold_uncertainty_score":0.3616303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642610740306322,"score_gpt":0.2962534328056567,"score_spread":0.2798273254025935,"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."}}