{"id":"W3034029688","doi":"10.1111/all.14422","title":"ARIA digital anamorphosis: Digital transformation of health and care in airway diseases from research to practice","year":2020,"lang":"en","type":"review","venue":"Allergy","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; McMaster University; Impact; Université Laval","funders":"","keywords":"Digital transformation; Medicine; Transformation (genetics); Clinical Practice; Airway; Digital health; Health care; Computer science; Family medicine; Political science; World Wide Web; Surgery; Biology","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":[0.001343111,0.0007736617,0.001077764,0.004876466,0.0005019864,0.002188282,0.000915674,0.001676804,0.008967244],"category_scores_gemma":[0.003074624,0.0002468861,0.001211521,0.003451027,0.001083346,0.002840998,0.001663562,0.00244448,0.002085548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001545419,"about_ca_system_score_gemma":0.002783309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002080657,"about_ca_topic_score_gemma":0.003898071,"domain_scores_codex":[0.9991047,0.0002718934,0.0001555431,0.00008514928,0.0003280439,0.00005473299],"domain_scores_gemma":[0.9982787,0.001161263,0.0001836236,0.00004920787,0.0002484937,0.00007867131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004221196,0.00006427796,0.000197405,0.0543847,0.0001414247,0.0001087525,0.0002537766,0.0001748936,0.0004720881,0.01351325,0.03616555,0.8944817],"study_design_scores_gemma":[0.0000203917,0.00006236308,0.001167668,0.0396191,0.0002387095,0.001131213,0.000214318,0.0001018009,0.0002210681,0.004601424,0.9525975,0.00002448802],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001000201,0.9949948,0.000229873,0.0009523655,0.000444354,0.00002163727,0.00003097082,0.00001794198,0.003208103],"genre_scores_gemma":[0.001575451,0.9954221,0.0006935496,0.0008442121,0.0003107006,0.00002848311,0.00004283767,0.000004258869,0.001078418],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008967244,"threshold_uncertainty_score":0.02999842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05090523525472316,"score_gpt":0.3873997683369877,"score_spread":0.3364945330822646,"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."}}