{"id":"W3123202131","doi":"10.48550/arxiv.2101.08319","title":"Communication Aid for Non-English Speaking Newcomers","year":2021,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Usability; Pictogram; Computer science; Relevance (law); Personalization; Focus group; Fluency; Process (computing); Literacy; Human–computer interaction; Psychology; World Wide Web; Linguistics; Mathematics education; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.002692454,0.0005832727,0.0005136727,0.0005528158,0.0013405,0.002365359,0.0008959361,0.0009458457,0.05190066],"category_scores_gemma":[0.008843007,0.0001561088,0.0005067214,0.000229319,0.0004099516,0.001263837,0.002901178,0.0009386274,0.01048135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003888338,"about_ca_system_score_gemma":0.0009798285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008811607,"about_ca_topic_score_gemma":0.001693751,"domain_scores_codex":[0.9986644,0.0007151688,0.00007687345,0.000107197,0.0002427306,0.0001935647],"domain_scores_gemma":[0.995965,0.001673077,0.0002904445,0.0003708647,0.0007603978,0.0009401343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002663021,0.00288742,0.04069754,0.004337954,0.00008793798,0.01478766,0.09829327,0.0002247497,0.03320846,0.003822696,0.08275152,0.7162378],"study_design_scores_gemma":[0.0004839107,0.00850794,0.07025718,0.002794921,0.0002322917,0.02726075,0.2315153,0.0009654533,0.01389121,0.001801753,0.6420181,0.0002712612],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8424466,0.005323725,0.01055491,0.005343743,0.002812349,0.001158486,0.00081402,0.000982229,0.130564],"genre_scores_gemma":[0.8288347,0.004002104,0.02128748,0.00187737,0.0007012288,0.001452059,0.0007070862,0.0002341071,0.1409039],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05190066,"threshold_uncertainty_score":0.173625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09246999506545517,"score_gpt":0.1986868878489667,"score_spread":0.1062168927835116,"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."}}