{"id":"W3044304442","doi":"10.22541/au.159534849.90814517","title":"BIOMARKERS IN THE DIAGNOSIS AND THERAPY OF ALLERGIC DISEASES AND ASTHMA","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Atopic dermatitis; Asthma; Allergen immunotherapy; Allergy; Precision medicine; Personalized medicine; Biomarker; Intensive care medicine; Disease; Endotype; Microbiome; Immunology; Omalizumab; Immunoglobulin E; Allergen; Bioinformatics; Internal medicine; Pathology","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":[0.00339854,0.001098591,0.001419407,0.002491158,0.0004840993,0.003052698,0.0006143469,0.002711457,0.005816719],"category_scores_gemma":[0.003674771,0.0003530022,0.0007272235,0.001932829,0.001299943,0.002288123,0.001934072,0.002650041,0.005337286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009622684,"about_ca_system_score_gemma":0.001484783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007962279,"about_ca_topic_score_gemma":0.000683966,"domain_scores_codex":[0.9976506,0.0009015818,0.000155609,0.0003028671,0.0008434113,0.0001459935],"domain_scores_gemma":[0.9986647,0.0007087406,0.0001343707,0.00008948855,0.000316486,0.00008620274],"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":[0.000253859,0.0001006176,0.002524099,0.009668359,0.000321177,0.0007077152,0.0004091678,0.001434944,0.01403522,0.08322835,0.1059025,0.7814142],"study_design_scores_gemma":[0.00001573343,0.00009146064,0.001955742,0.00207505,0.0001009189,0.0009208076,0.0001002367,0.000396576,0.004570146,0.03379237,0.9559352,0.00004570431],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001407456,0.9558762,0.013522,0.01085788,0.004346468,0.00006154102,0.0005236727,0.0002996796,0.01310512],"genre_scores_gemma":[0.02605798,0.9128973,0.02481864,0.007235844,0.008422055,0.0001729738,0.001235445,0.0001767781,0.01898294],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005816719,"threshold_uncertainty_score":0.01945889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236869600015325,"score_gpt":0.2962379913550373,"score_spread":0.2638692953548841,"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."}}