{"id":"W6884657324","doi":"10.11575/prism/dspace/40973","title":"Canadian multidisciplinary expert consensus on the use of biologics in upper airways: a Delphi study","year":2023,"lang":"en","type":"other","venue":"University of Calgary","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multidisciplinary approach; Delphi method; Multidisciplinary team; Certification; Airway; Rhinology; Nominal group technique; Delphi","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":[0.0002745214,0.0003117917,0.0005428339,0.001310356,0.00009877038,0.000004933553,0.0005838447,0.0003927263,0.0008328544],"category_scores_gemma":[0.000162508,0.0002721335,0.0001555649,0.0005513864,0.0005054462,0.00002596151,0.0002840727,0.000375517,0.000472847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000553375,"about_ca_system_score_gemma":0.0004919723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7993836,"about_ca_topic_score_gemma":0.93515,"domain_scores_codex":[0.9982673,0.0004294363,0.0002060584,0.0004363173,0.0002977969,0.0003631251],"domain_scores_gemma":[0.9982212,0.0005404694,0.000272321,0.0007359844,0.00007384923,0.0001561324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005881809,0.00087856,0.0470752,0.00003568689,0.0004688671,0.00197775,0.009227072,0.0001136566,0.00009411447,0.0004359169,0.9383423,0.0007626511],"study_design_scores_gemma":[0.004558504,0.001388669,0.09534253,0.001575215,0.000249048,0.000008807519,0.06340791,0.001679606,0.00002551892,0.00003999351,0.830292,0.001432175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7338764,0.0005263534,0.000009134895,0.001233778,0.000630457,0.006168019,0.004160732,0.0008923979,0.2525027],"genre_scores_gemma":[0.2517702,0.0007057114,0.002914797,0.0002975725,0.0001358151,0.000007354878,0.0003420117,0.003149247,0.7406773],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4881746,"threshold_uncertainty_score":0.9999731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07305105221682565,"score_gpt":0.2535554203298657,"score_spread":0.18050436811304,"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."}}