{"id":"W4392879776","doi":"10.14740/jocmr5111","title":"Alpha-1 Antitrypsin Phenotyping: An Unmet Educational Need of Healthcare Providers","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Protease and Inhibitor Mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Veterans Affairs","keywords":"Medicine; Veterans Affairs; Concomitant; Pulmonary function testing; Alpha 1-antitrypsin deficiency; Internal medicine; Lung disease; Lung; Medical record; Gastroenterology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003150605,0.0002852494,0.0004936544,0.0006972668,0.002082636,0.001878809,0.0008570105,0.003523529,0.0110567],"category_scores_gemma":[0.01328261,0.0004097547,0.0002622078,0.0009707545,0.0008775205,0.003299832,0.002327205,0.002400117,0.001407135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001449802,"about_ca_system_score_gemma":0.005318244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00551695,"about_ca_topic_score_gemma":0.0122048,"domain_scores_codex":[0.9972372,0.0009881936,0.0002459085,0.0002439709,0.0005000514,0.0007846162],"domain_scores_gemma":[0.9845388,0.004329903,0.002778417,0.0003292617,0.002748886,0.005274803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001878255,0.0008530344,0.4877235,0.00122436,0.00004673717,0.01084007,0.007720255,0.0004227799,0.003189314,0.001665258,0.1336312,0.3524957],"study_design_scores_gemma":[0.0001633468,0.001353986,0.7231923,0.004396157,0.0001012228,0.03321933,0.09524131,0.006125863,0.000826867,0.009504251,0.1256834,0.0001918656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3028566,0.01094222,0.00207688,0.6695499,0.001447318,0.0001102648,0.0003592354,0.0002160937,0.01244154],"genre_scores_gemma":[0.9213522,0.01286778,0.006800541,0.05340324,0.002009552,0.00009764233,0.0004670532,0.00004344673,0.002958538],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0110567,"threshold_uncertainty_score":0.03698832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1835994231429671,"score_gpt":0.5520848162336502,"score_spread":0.3684853930906832,"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."}}