{"id":"W4392191300","doi":"10.2196/50434","title":"From the Cochrane Library: Leukotriene Receptor Antagonists for Eczema","year":2024,"lang":"en","type":"article","venue":"JMIR Dermatology","topic":"Dermatology and Skin Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cochrane Library; Medicine; Receptor; Leukotriene; Dermatology; Pharmacology; Immunology; Internal medicine; Asthma; Randomized controlled trial","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004349829,0.0001945183,0.0004376898,0.00007920447,0.0001403192,0.00006031853,0.0002052849,0.0002529213,0.001065484],"category_scores_gemma":[0.00009575411,0.0001287264,0.0002074158,0.000196389,0.0002796876,0.0001607595,0.00006479141,0.0002308677,0.0005361337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001459771,"about_ca_system_score_gemma":0.0002436693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000630776,"about_ca_topic_score_gemma":0.000002241715,"domain_scores_codex":[0.9987581,0.00009073174,0.000310479,0.0003703141,0.0001195417,0.0003508601],"domain_scores_gemma":[0.9983245,0.001047341,0.0000432833,0.0004149487,0.00003267913,0.0001372595],"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":[0.0004705012,0.00009829467,0.01322412,0.0004059695,0.0002091025,0.0007687715,0.0004037792,2.364181e-7,0.0005980585,0.003313687,0.9789757,0.001531834],"study_design_scores_gemma":[0.001300941,0.00005190533,0.006634778,0.0002804627,0.0001823569,0.002461395,0.0001622829,0.0005161862,0.007545984,0.004382691,0.9763026,0.0001783671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6623888,0.05083194,0.000701118,0.2711822,0.003451316,0.002321542,0.0007414316,0.001298926,0.007082663],"genre_scores_gemma":[0.9870883,0.0004432685,0.0006597084,0.007574797,0.0006708911,0.0004549781,0.0009056723,0.00005828227,0.002144145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3246994,"threshold_uncertainty_score":0.9998477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334040656639054,"score_gpt":0.3145560282908167,"score_spread":0.3012156217244262,"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."}}