{"id":"W4313365175","doi":"10.1186/s13223-022-00741-8","title":"Physician education on World Asthma Day aids in disease management during the COVID-19","year":2022,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Science and Technology Project of Zhejiang Province; Ningbo Municipal Science and Technology Innovative Research Team; Ningbo Municipal Bureau of Science and Technology; Ningbo University; Wellcome Trust","keywords":"Asthma; Anxiety; Medicine; Exacerbation; Depression (economics); Psychosocial; Disease; Psychological intervention; Asthma exacerbations; Affect (linguistics); Psychiatry; Internal medicine; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0006424629,0.0001621758,0.0001714973,0.0002496254,0.0005386449,0.0003942896,0.0002611781,0.0003089887,0.004782298],"category_scores_gemma":[0.002277654,0.0001032659,0.000223798,0.0001832411,0.0001128967,0.0001965999,0.0007283874,0.0005670954,0.0003388915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005238248,"about_ca_system_score_gemma":0.0007468282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005638127,"about_ca_topic_score_gemma":0.01825021,"domain_scores_codex":[0.9994872,0.0002110195,0.0000345338,0.00003370232,0.00006940921,0.0001640524],"domain_scores_gemma":[0.9988487,0.0001886308,0.0002434169,0.00003417254,0.00005591987,0.0006291919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005358587,0.003766966,0.7178763,0.0003880147,0.00007132738,0.0003430895,0.001233253,0.0001239687,0.001460833,0.0001865164,0.01005805,0.2639558],"study_design_scores_gemma":[0.00006695183,0.0007665969,0.9876277,0.0001318715,0.00002999175,0.0002280478,0.0009087144,0.0001394632,0.0001834205,0.00003858638,0.009870777,0.000007989814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845372,0.003367884,0.0002251909,0.002172088,0.000229277,0.0001307351,0.0003346585,0.00003351706,0.008969327],"genre_scores_gemma":[0.9957136,0.00127137,0.0004345751,0.0004188913,0.0001132733,0.00006138427,0.0002008852,0.000002745807,0.001783369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005638127,"threshold_uncertainty_score":0.01599836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04106604015012499,"score_gpt":0.4093677599315645,"score_spread":0.3683017197814395,"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."}}