{"id":"W4324054967","doi":"10.1186/s13223-023-00766-7","title":"Medical ID use by international patients with Aspirin-Exacerbated Respiratory Disease","year":2023,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Nasal polyps; Aspirin; Asthma; Disease; Nonsteroidal; Population; Health care; Family medicine; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000575509,0.0001221604,0.0001770586,0.0005435526,0.0003236148,0.0006428307,0.000156218,0.0003088833,0.003851406],"category_scores_gemma":[0.002965876,0.00009950194,0.0002346803,0.0006608958,0.0001832119,0.0004695399,0.0004205616,0.0004511276,0.0003691898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002216551,"about_ca_system_score_gemma":0.0002288305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003079012,"about_ca_topic_score_gemma":0.003084019,"domain_scores_codex":[0.9994587,0.0001789387,0.0000950648,0.00005707455,0.0001450655,0.00006507546],"domain_scores_gemma":[0.997445,0.0004677572,0.001564866,0.00005526809,0.0001855729,0.0002814578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002708244,0.00005680821,0.9952275,0.00002778869,0.00001564768,0.00005920864,0.0007188213,0.00001095658,0.00009343689,0.00001428404,0.000233689,0.003514707],"study_design_scores_gemma":[0.000006164003,0.0001579008,0.9958032,0.00003713139,0.00001832242,0.0004999585,0.002563606,0.00009529406,0.00005878808,0.00001148493,0.0007436632,0.000004432023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979047,0.0002393677,0.00003162019,0.0001829539,0.000007105276,0.00001105009,0.0002258094,0.000002251845,0.001395131],"genre_scores_gemma":[0.9992495,0.0002225167,0.00005445917,0.0001648535,0.000009411375,0.000008367425,0.0001098179,6.05449e-7,0.0001804169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003851406,"threshold_uncertainty_score":0.01288426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08059490581657786,"score_gpt":0.4361479102083123,"score_spread":0.3555530043917345,"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."}}