{"id":"W4245510738","doi":"10.1111/bjd.12753","title":"Plain Language Summaries","year":2014,"lang":"en","type":"article","venue":"British Journal of Dermatology","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00263316,0.001314075,0.001323018,0.004982147,0.001317694,0.00474264,0.002316771,0.00233489,0.7718204],"category_scores_gemma":[0.0524194,0.0005183528,0.0008116598,0.005304415,0.0008233991,0.004411554,0.002007725,0.0023077,0.6477808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001716343,"about_ca_system_score_gemma":0.002318091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002502665,"about_ca_topic_score_gemma":0.002496838,"domain_scores_codex":[0.9969513,0.0008663541,0.0008233959,0.000313302,0.0008669781,0.0001786669],"domain_scores_gemma":[0.9670903,0.0162412,0.002402497,0.002550587,0.01070128,0.001014097],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003703309,0.00000809528,0.00003329686,0.0004700226,0.000002077034,0.0000546588,0.00004679725,0.00003009908,0.0000569958,0.001052843,0.9834666,0.01474143],"study_design_scores_gemma":[0.00001297382,0.00001147154,0.0001442314,0.0002801617,0.000001834208,0.00009531194,0.00006093765,0.00003233647,0.0000535915,0.001301418,0.9979981,0.000007759606],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001018264,0.009176437,0.008702595,0.0406399,0.05291145,0.001831009,0.3182039,0.009513507,0.5580029],"genre_scores_gemma":[0.01404175,0.01317805,0.006867972,0.02741379,0.01893243,0.00268726,0.2294308,0.005670072,0.681778],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9973668,"threshold_uncertainty_score":0.3254704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004832617028212291,"score_gpt":0.2373268651112465,"score_spread":0.2324942480830341,"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."}}