{"id":"W4387982064","doi":"10.1183/13993003.congress-2023.pa460","title":"Endoscopic aspergilloma management for non-surgical patients","year":2023,"lang":"en","type":"article","venue":"","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Aspergilloma; Medicine; Bronchoscopy; Gold standard (test); Surgery; Aspergillosis; Antifungal; Lung; Internal medicine; Dermatology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001589675,0.0002535295,0.0002072713,0.0003619549,0.0005056296,0.0004720695,0.000273251,0.0003956144,0.003036625],"category_scores_gemma":[0.0007681795,0.00007730282,0.0002713013,0.0002629095,0.0002334517,0.0003315889,0.0003927826,0.0002924594,0.0005593541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001869272,"about_ca_system_score_gemma":0.0003397022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002723825,"about_ca_topic_score_gemma":0.0009509075,"domain_scores_codex":[0.999903,0.00001832002,0.00001346763,0.00001227869,0.00001932114,0.00003368198],"domain_scores_gemma":[0.999688,0.00004254812,0.00009189736,0.000008782303,0.00001931654,0.000149418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005615184,0.0005418941,0.7122647,0.0007786689,0.0001019243,0.1487192,0.0008749952,0.0003181556,0.009375846,0.0005676913,0.01001434,0.1158812],"study_design_scores_gemma":[0.0001052262,0.00148635,0.5604757,0.0004745562,0.00006912863,0.4214803,0.002746193,0.0007660314,0.001433684,0.00068044,0.01025611,0.0000263486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796673,0.007292109,0.0009525093,0.001158798,0.0001356928,0.0001160203,0.0001004406,0.00003853541,0.01053855],"genre_scores_gemma":[0.9957449,0.002317496,0.0006731768,0.0003775712,0.0001669799,0.00004264532,0.0001526338,0.000005499588,0.0005191188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003036625,"threshold_uncertainty_score":0.01015848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343212784483608,"score_gpt":0.278768863187106,"score_spread":0.2653367353422699,"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."}}