{"id":"W4392566188","doi":"10.5114/pja.2024.135943","title":"What prevents us from treating severe asthma well? A doctor’s perspective","year":2024,"lang":"en","type":"article","venue":"Alergologia Polska - Polish Journal of Allergology","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Asthma; Medicine; Intensive care medicine; Family medicine; Internal medicine; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007937307,0.0007736724,0.001761261,0.001639443,0.003910824,0.004555463,0.002048835,0.01328937,0.007775999],"category_scores_gemma":[0.01882313,0.0005583775,0.001127256,0.0008194474,0.007989866,0.008960009,0.003354646,0.02788958,0.003539366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005822957,"about_ca_system_score_gemma":0.01017655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01532413,"about_ca_topic_score_gemma":0.02384826,"domain_scores_codex":[0.9920375,0.003468283,0.0006663556,0.0006826817,0.002209028,0.0009361047],"domain_scores_gemma":[0.9767404,0.008390561,0.001133696,0.0004329074,0.006459859,0.006842467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009114946,0.0001461675,0.0009097981,0.001773667,0.00007285269,0.0006078845,0.002551481,0.0001049504,0.0002821521,0.0187813,0.9194992,0.0551794],"study_design_scores_gemma":[0.0000644868,0.0001302116,0.001024354,0.004717897,0.00006102204,0.001545718,0.005016426,0.00005135985,0.00009564366,0.01459311,0.9726257,0.00007412743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003162797,0.1705631,0.0001392781,0.8028253,0.02139382,0.000006241718,0.00004299911,0.00001549319,0.004697567],"genre_scores_gemma":[0.01353808,0.2696148,0.0005759755,0.6805388,0.03011026,0.00002455804,0.00004545088,0.0000173956,0.005534738],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01532413,"threshold_uncertainty_score":0.04224873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220994360747842,"score_gpt":0.3914725922933576,"score_spread":0.3592626486858791,"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."}}