{"id":"W3014572586","doi":"10.1016/j.healun.2020.01.677","title":"Prospective Assessment of Chronic Lung Allograft Dysfunction (CLAD); the Clinical Trials in Organ Transplantation (CTOT) Study Experience","year":2020,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Lung transplantation; Clinical trial; Lung; Transplantation; Organ transplantation; Intensive care medicine; Surgery; Internal 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":[0.01372828,0.0005497969,0.00105943,0.0005176562,0.000605748,0.001729861,0.0005510208,0.0007557502,0.001120104],"category_scores_gemma":[0.012399,0.000312234,0.0008682109,0.001817931,0.0007125828,0.001285474,0.00162044,0.001125437,0.0002400697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006536171,"about_ca_system_score_gemma":0.001355416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003774488,"about_ca_topic_score_gemma":0.007994247,"domain_scores_codex":[0.9906894,0.007025484,0.0007457678,0.0005960126,0.0006023964,0.000340893],"domain_scores_gemma":[0.9853497,0.003832038,0.006159521,0.00137651,0.001049806,0.002232488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00778268,0.0003804846,0.9822584,0.0001157603,0.0009051352,0.00006807545,0.0002336654,0.0001237208,0.0001817734,0.0002540597,0.001447137,0.006249002],"study_design_scores_gemma":[0.001542106,0.001423565,0.9930802,0.0001263912,0.0007916494,0.0001776213,0.0003893943,0.0002952425,0.000173056,0.0002404711,0.001731395,0.00002901746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861459,0.005363768,0.0004959193,0.0008135889,0.00008430777,0.0002522653,0.003528485,0.000008551288,0.003307285],"genre_scores_gemma":[0.9942174,0.001507943,0.0004139886,0.0003417014,0.0001091094,0.0002313115,0.002795632,0.000007560025,0.000375258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01372828,"threshold_uncertainty_score":0.07260293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09967356632261219,"score_gpt":0.4719234281594125,"score_spread":0.3722498618368003,"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."}}