{"id":"W4417340273","doi":"10.18438/eblip30808","title":"LibGuides or Bust? Usability Testing Platforms for Research Guides","year":2025,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Auburn University","keywords":"Adobe; Usability; Test (biology); Task (project management); Screen reader; Adobe photoshop; Mirroring; Web usability","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01355114,0.000615566,0.0004685589,0.001105962,0.000825942,0.002252373,0.001094289,0.0009867849,0.005627244],"category_scores_gemma":[0.04300649,0.0006475834,0.0007365071,0.0007448246,0.001050603,0.002206745,0.00138642,0.0007098723,0.002226301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009068871,"about_ca_system_score_gemma":0.001337294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00189947,"about_ca_topic_score_gemma":0.003703301,"domain_scores_codex":[0.9872106,0.008462374,0.0009194366,0.0009695279,0.001890186,0.0005478293],"domain_scores_gemma":[0.954469,0.03111845,0.002219428,0.0047939,0.006139964,0.001259337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006748019,0.00632352,0.08991812,0.004584569,0.00022395,0.001421251,0.1240205,0.001846884,0.06948033,0.004295962,0.02159521,0.6695417],"study_design_scores_gemma":[0.00200677,0.06019893,0.3447944,0.003295823,0.0004828121,0.003241854,0.1147866,0.01377942,0.1183968,0.004214157,0.3338956,0.0009069815],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630482,0.0004502664,0.01972802,0.0004105376,0.00009017676,0.003676897,0.0004513538,0.001500816,0.01064383],"genre_scores_gemma":[0.8558108,0.0004222261,0.1279345,0.0007734876,0.00004036784,0.006728924,0.0006482827,0.0004951883,0.007146114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01355114,"threshold_uncertainty_score":0.07166606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1327792575417704,"score_gpt":0.4257543470950954,"score_spread":0.292975089553325,"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."}}