{"id":"W4409869442","doi":"10.2147/ppa.s517466","title":"Disease Impact and Perception of Biologics in Adults with Type 2 Inflammation Respiratory Disease: International Survey Results","year":2025,"lang":"en","type":"article","venue":"Patient Preference and Adherence","topic":"Sinusitis and nasal conditions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Disease; Inflammation; Perception; Internal medicine; Neuroscience","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002055631,0.0002643217,0.0003405063,0.0007739947,0.0003077654,0.0006351005,0.0003285135,0.000661115,0.002280146],"category_scores_gemma":[0.004550265,0.000187318,0.0009423465,0.001090264,0.0002551132,0.0007625864,0.0008539594,0.0008331148,0.0005364206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002597113,"about_ca_system_score_gemma":0.000268126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00523371,"about_ca_topic_score_gemma":0.004745893,"domain_scores_codex":[0.9987074,0.0003880993,0.0003137483,0.0001682259,0.0002761738,0.0001462849],"domain_scores_gemma":[0.9961752,0.0004832252,0.002327778,0.0001460702,0.0004434088,0.0004243309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005007329,0.00006676983,0.9970829,0.00006155087,0.00005328313,0.00001841987,0.0002836285,0.00003206696,0.00006232935,0.000008858225,0.0004358398,0.001844277],"study_design_scores_gemma":[0.000007063715,0.00009236658,0.9986097,0.00002556449,0.0000207143,0.00007144865,0.000629119,0.00004824725,0.0000237215,0.000006223787,0.0004614726,0.000004267315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911322,0.0008340459,0.0001269017,0.0004510614,0.00002987975,0.00007196651,0.004892039,0.000008482303,0.002453254],"genre_scores_gemma":[0.9960158,0.0004784907,0.0002501529,0.0002916131,0.00002887755,0.00008646605,0.002468121,0.000003252509,0.0003770445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00523371,"threshold_uncertainty_score":0.01087135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04560021993516399,"score_gpt":0.3159393935976615,"score_spread":0.2703391736624975,"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."}}