{"id":"W4308054751","doi":"10.1111/all.15574","title":"Consistent trajectories of rhinitis control and treatment in 16,177 weeks: The <scp>MASK</scp>‐air® longitudinal study","year":2022,"lang":"en","type":"article","venue":"Allergy","topic":"Allergic Rhinitis and Sensitization","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre; Impact","funders":"","keywords":"Medicine; Cluster analysis; Internal medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002200092,0.0001641743,0.0004170657,0.00009022992,0.0001781632,0.00001129424,0.00006136368,0.00003406405,0.00009982309],"category_scores_gemma":[0.00008186121,0.0001171437,0.00007653233,0.0001740708,0.0001013546,0.0000373904,0.00004851084,0.0001297798,0.000001423829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001459821,"about_ca_system_score_gemma":0.0001038964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001931737,"about_ca_topic_score_gemma":0.00314312,"domain_scores_codex":[0.9986262,0.0002220031,0.0003629518,0.0002564143,0.0003313845,0.0002010301],"domain_scores_gemma":[0.9991386,0.0003716266,0.0001226776,0.0002357885,0.00006723328,0.00006407193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008867885,0.007061464,0.8999614,0.00005629183,0.003572979,0.002242486,0.06010537,0.001159531,0.0007369439,0.008516713,0.00422585,0.0114742],"study_design_scores_gemma":[0.0109896,0.004913533,0.931424,0.00002668348,0.0001695023,0.0003085434,0.03626475,0.0005201077,0.00007025135,0.0001861069,0.01504513,0.00008177138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939224,0.0010838,0.00003184896,0.0007708908,0.0001706272,0.0008218706,0.00002900603,0.00002261613,0.003146973],"genre_scores_gemma":[0.9983667,0.000288666,0.00001936946,0.0002794052,0.00007048611,0.0001457544,0.00004123871,0.00001853768,0.0007699042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03146263,"threshold_uncertainty_score":0.4776983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421043259248609,"score_gpt":0.2534856521502029,"score_spread":0.2292752195577168,"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."}}