{"id":"W4302027093","doi":"10.21203/rs.3.rs-2106090/v1","title":"Low immunoglobulin levels affect the course of COPD in hospitalized patients","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Canadian Institutes of Health Research; Alberta Innovates; University of Alberta; Government of Canada; CSL Behring","keywords":"Affect (linguistics); COPD; Medicine; Antibody; Course (navigation); Immunology; Internal medicine; Psychology; Communication; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002856957,0.0002439254,0.000315507,0.0003918127,0.0003145768,0.0008228555,0.0002107872,0.0007575817,0.002289422],"category_scores_gemma":[0.00384426,0.0001740604,0.0003255575,0.0004486546,0.000211636,0.0004613949,0.0002116168,0.0008369424,0.0004032218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002812519,"about_ca_system_score_gemma":0.0002489936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002120736,"about_ca_topic_score_gemma":0.001448417,"domain_scores_codex":[0.9997732,0.00007578285,0.00002310482,0.00003804567,0.00003443229,0.00005535464],"domain_scores_gemma":[0.9984851,0.0004535621,0.0005820752,0.00006857357,0.0001197137,0.0002908966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006229361,0.0001394594,0.9960707,0.00001136299,0.00005337717,0.000166862,0.00007712805,0.00003511028,0.0004313372,0.00001854025,0.0002300347,0.002143097],"study_design_scores_gemma":[0.00001327613,0.0001492907,0.9992157,0.000005396523,0.0000292191,0.0001873218,0.0001180781,0.0001023926,0.00005510372,0.00004627207,0.00007546273,0.000002504476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988754,0.0002209528,0.00002073152,0.0001333289,0.0000157687,0.00000262947,0.00009992601,0.000003602532,0.0006275958],"genre_scores_gemma":[0.9993206,0.0001053175,0.00002996329,0.00005970648,0.00002598461,0.000002002116,0.0001504449,0.000002119873,0.0003039328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002289422,"threshold_uncertainty_score":0.007658839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04252496922734139,"score_gpt":0.3984938572184056,"score_spread":0.3559688879910642,"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."}}