{"id":"W2883148325","doi":"10.1097/01.tp.0000542635.50135.47","title":"Molecular Assessment of Heart Transplant Biopsies","year":2018,"lang":"en","type":"article","venue":"Transplantation","topic":"Viral Infections and Immunology Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Phenotype; Biopsy; Pathology; Medicine; Molecular pathology; Anatomical pathology; Immunohistochemistry; Internal medicine; Biology; Gene; Genetics","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":[0.001370129,0.0003334002,0.0004070025,0.000577177,0.0002808896,0.0007875072,0.0005537753,0.000329757,0.01901357],"category_scores_gemma":[0.00114106,0.0002126956,0.0002187533,0.0005836402,0.0001696277,0.0003667249,0.0004831932,0.0007527582,0.004037631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003597293,"about_ca_system_score_gemma":0.0003510704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000457991,"about_ca_topic_score_gemma":0.001498819,"domain_scores_codex":[0.9994874,0.0001616478,0.00005084358,0.0001510854,0.00009533008,0.00005360753],"domain_scores_gemma":[0.9994884,0.00007114914,0.0001646828,0.0000625645,0.000132794,0.00008033871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01819698,0.001303761,0.262377,0.003469797,0.0008005661,0.001786659,0.0002969511,0.001285403,0.0756266,0.004600161,0.1344489,0.4958072],"study_design_scores_gemma":[0.003067437,0.006270247,0.598148,0.001239445,0.0008387241,0.004630159,0.0004011574,0.004852242,0.02735076,0.003716483,0.3493501,0.0001351928],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6335405,0.0268859,0.02953283,0.00402793,0.001543929,0.008947585,0.1320239,0.001326726,0.1621708],"genre_scores_gemma":[0.8026834,0.008513748,0.02965971,0.003690693,0.0007314772,0.006970415,0.1176177,0.0002058022,0.02992704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01901357,"threshold_uncertainty_score":0.0636068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02258584293997044,"score_gpt":0.3694117470720439,"score_spread":0.3468259041320735,"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."}}