{"id":"W4391973692","doi":"10.5114/pja.2024.135506","title":"Awareness of hereditary angioedema among emergencyphysicians: a survey study","year":2024,"lang":"en","type":"article","venue":"Alergologia Polska - Polish Journal of Allergology","topic":"Coagulation, Bradykinin, Polyphosphates, and Angioedema","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hereditary angioedema; Medicine; Dermatology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001458702,0.0004744433,0.001523981,0.0007843031,0.0001114086,0.00003526709,0.0005280123,0.0003726796,0.0004993959],"category_scores_gemma":[0.0006463402,0.0003906357,0.0006837827,0.0009342891,0.0004889285,0.0004441642,0.0001561036,0.0005902362,0.00002672069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000107164,"about_ca_system_score_gemma":0.0008474655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003729683,"about_ca_topic_score_gemma":0.001509934,"domain_scores_codex":[0.9957238,0.0005588788,0.001853732,0.0005152889,0.0006514755,0.0006967759],"domain_scores_gemma":[0.9968322,0.0007401644,0.0007428369,0.0005481128,0.0007962057,0.000340504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006915812,0.00127812,0.9507225,0.0001763279,0.002564925,0.001840621,0.002291095,0.00008988126,0.0005361623,0.0004733283,0.03699674,0.002338733],"study_design_scores_gemma":[0.001703034,0.003269377,0.9892433,0.000373521,0.0005429302,0.001029562,0.001485655,0.0001921423,0.0005607893,0.0005904532,0.0006812765,0.0003279076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833568,0.0110447,0.0001390698,0.0006816722,0.003486127,0.0004424419,0.00006612924,0.00009018806,0.0006928702],"genre_scores_gemma":[0.9966618,0.0006374669,0.0001716207,0.0002379572,0.001473903,0.00001184825,0.00006231909,0.00008035978,0.0006627197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03852087,"threshold_uncertainty_score":0.9998546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03749383615032539,"score_gpt":0.3314949819990792,"score_spread":0.2940011458487538,"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."}}