{"id":"W2907045828","doi":"10.1111/cea.13330","title":"Anthony J Frew","year":2018,"lang":"en","type":"article","venue":"Clinical & Experimental Allergy","topic":"Pediatric health and respiratory diseases","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Library science; Ophthalmology; Management","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000676354,0.000189138,0.0003861657,0.00005109436,0.0009313635,0.000007152767,0.0003032096,0.0003441366,0.009350115],"category_scores_gemma":[0.0005044163,0.0001500767,0.0001838858,0.0001612742,0.0004476558,0.00009749728,0.0002545932,0.0004990535,0.008296675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008452883,"about_ca_system_score_gemma":0.0006283889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001030882,"about_ca_topic_score_gemma":0.00002110391,"domain_scores_codex":[0.996504,0.0008005782,0.001184034,0.0004813274,0.000260214,0.0007698407],"domain_scores_gemma":[0.9975535,0.0006701308,0.0002331341,0.000449074,0.0001184997,0.0009757233],"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":[0.0009197301,0.002213912,0.1218695,0.00008507536,0.0001111507,0.00006295755,0.001018652,2.024229e-7,0.001354455,0.002776721,0.8563715,0.01321613],"study_design_scores_gemma":[0.001752289,0.0008440482,0.04638436,0.00004454359,0.000006998232,7.283088e-7,0.001363126,0.00002303921,0.0003156788,0.0001540023,0.9488884,0.0002228062],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9333069,0.002799449,0.00004473115,0.0006019262,0.003600462,0.0004773193,0.00002464631,0.0002426428,0.0589019],"genre_scores_gemma":[0.9575313,0.0002636358,0.0003236593,0.02824207,0.01022529,0.0001341907,0.00001753531,0.0000376573,0.003224713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09251687,"threshold_uncertainty_score":0.9924755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1638560912960992,"score_gpt":0.560968713662914,"score_spread":0.3971126223668148,"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."}}