{"id":"W3041990054","doi":"10.1164/ajrccm-conference.2020.201.1_meetingabstracts.a1326","title":"Evaluation of the Reproducibility of Nasal Allergen Challenge in Mild Allergic Asthmatics to Support Drug Development","year":2020,"lang":"en","type":"article","venue":"","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Reproducibility; Allergen; Drug; Medicine; Allergy; Immunology; Pharmacology; Chemistry; Chromatography","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":[0.03500101,0.0007820312,0.0009603163,0.0007723932,0.0007657234,0.0014185,0.001020354,0.001808906,0.0008851481],"category_scores_gemma":[0.05830313,0.0003900693,0.0009478655,0.0005451543,0.001147208,0.0008011398,0.0009751688,0.001158058,0.0004455959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004728576,"about_ca_system_score_gemma":0.001134735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001495518,"about_ca_topic_score_gemma":0.002213934,"domain_scores_codex":[0.9640343,0.0181579,0.002998882,0.00278774,0.01130575,0.0007153662],"domain_scores_gemma":[0.917452,0.04831638,0.008787964,0.01189695,0.01193921,0.001607328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01953652,0.003774071,0.6655189,0.0006052419,0.001359886,0.0004539524,0.002387999,0.006337926,0.2140413,0.0005781568,0.001455615,0.08395049],"study_design_scores_gemma":[0.0004524162,0.05107657,0.7297682,0.0001299133,0.00122755,0.001607019,0.0007319039,0.02665123,0.1818514,0.0005324339,0.005816135,0.0001553955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977032,0.001819024,0.01608909,0.0003904545,0.0003719135,0.0004479164,0.000435993,0.0001743308,0.003239357],"genre_scores_gemma":[0.992537,0.0001688478,0.005899235,0.0001924151,0.0001271374,0.000117225,0.0004089701,0.00003920477,0.0005099775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03500101,"threshold_uncertainty_score":0.1851053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09419103347005817,"score_gpt":0.3329045045774159,"score_spread":0.2387134711073578,"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."}}