{"id":"W2414937540","doi":"","title":"Improving survival outcomes in lung transplant recipients through early detection of bronchiolitis obliterans: Daily home spirometry versus standard pulmonary function testing.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Victoria General Hospital","funders":"","keywords":"Spirometry; Bronchiolitis obliterans; Medicine; Pulmonary function testing; Lung transplantation; Randomized controlled trial; Intensive care medicine; Internal medicine; Lung; Physical therapy; Asthma","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":[0.0009731014,0.0002532382,0.0006696977,0.0003402817,0.00007333925,0.00002946506,0.0001058818,0.0001616517,0.000009216838],"category_scores_gemma":[0.0003894837,0.0002224841,0.0001589607,0.000601297,0.00006221644,0.0003660819,0.00001362224,0.0003002908,0.000001694066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001674578,"about_ca_system_score_gemma":0.00003321723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007883627,"about_ca_topic_score_gemma":0.0001490423,"domain_scores_codex":[0.9976956,0.0002170723,0.0006480138,0.0004191578,0.0005194361,0.0005007469],"domain_scores_gemma":[0.9984797,0.0007882925,0.0001913523,0.000289974,0.0001136847,0.0001370591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003132916,0.00007763,0.743846,0.0003184295,0.00007520266,0.00001652177,0.0003061741,0.000005053044,0.00187586,0.00004824076,4.08857e-7,0.2502975],"study_design_scores_gemma":[0.005799585,0.0004496737,0.9909475,0.0001226356,0.0002691185,0.00001766398,0.00005334771,0.0001480089,0.001768985,0.0001384256,0.00006745935,0.0002175966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588955,0.0001997291,0.03672812,0.00007701222,0.001933347,0.0007744715,0.0000886367,0.0001075155,0.001195681],"genre_scores_gemma":[0.9955707,0.00004256859,0.003777316,0.00005373206,0.0001625727,0.000221725,0.00004312751,0.00003897682,0.00008928372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2500799,"threshold_uncertainty_score":0.9072638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.034545899208174,"score_gpt":0.2684377177119166,"score_spread":0.2338918185037426,"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."}}