{"id":"W1969562628","doi":"10.1016/j.jclinepi.2013.07.022","title":"An efficient strategy allowed English-speaking reviewers to identify foreign-language articles eligible for a systematic review","year":2014,"lang":"en","type":"review","venue":"Journal of Clinical Epidemiology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Institute for Work & Health; Canada Research Chairs; Hospital for Sick Children; Canadian Memorial Chiropractic College; University of Regina; Canadian Chiropractic Association; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"English language; Systematic review; Limiting; MEDLINE; Medicine; Randomized controlled trial; Computer science; Natural language processing; Linguistics; Psychology; Mathematics education; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1285677,0.007059737,0.01360652,0.03807175,0.006463633,0.01106835,0.003105751,0.00740463,0.04317611],"category_scores_gemma":[0.3695826,0.005490258,0.009751485,0.02023655,0.002657574,0.009190489,0.0131166,0.003684193,0.01550585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004239499,"about_ca_system_score_gemma":0.04319448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004084487,"about_ca_topic_score_gemma":0.01755764,"domain_scores_codex":[0.8196453,0.06786259,0.08668495,0.01169056,0.009826029,0.00429053],"domain_scores_gemma":[0.5845107,0.2210083,0.05457093,0.03608753,0.09476402,0.00905848],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01562619,0.001405575,0.02016329,0.1723637,0.01179122,0.00578646,0.01834984,0.002391887,0.02843817,0.01171292,0.09806722,0.6139036],"study_design_scores_gemma":[0.04276304,0.004650046,0.04935337,0.1027697,0.05774496,0.007706972,0.01111846,0.01795061,0.04286434,0.06629361,0.5922416,0.004543253],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.04606983,0.02731071,0.3806648,0.01223778,0.007033903,0.4698387,0.02640473,0.01277191,0.01766756],"genre_scores_gemma":[0.07424147,0.006037558,0.5327954,0.006046515,0.001391093,0.3654273,0.003519907,0.001443919,0.009096912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8714324,"threshold_uncertainty_score":0.6799389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.873056859627309,"score_gpt":0.7127758321373653,"score_spread":0.1602810274899437,"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."}}