{"id":"W1864917144","doi":"10.1111/bjet.12042","title":"Usability testing of a multimedia e‐learning resource for electrolyte and acid‐base disorders","year":2013,"lang":"en","type":"article","venue":"British Journal of Educational Technology","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Universiteit Stellenbosch","keywords":"Usability; Computer science; Usability lab; Multimedia; Resource (disambiguation); Usability inspection; Consistency (knowledge bases); Web usability; Usability engineering; Human–computer interaction; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001672517,0.00007763148,0.0002589164,0.000227686,0.0004435632,0.00001372551,0.0001794064,0.0001886403,0.0003842133],"category_scores_gemma":[0.01914623,0.00008087271,0.00004463291,0.0003287879,0.0001856097,0.0004973513,0.00004910755,0.0008288265,0.000007465732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008296997,"about_ca_system_score_gemma":0.0006520536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001311053,"about_ca_topic_score_gemma":0.0000387875,"domain_scores_codex":[0.9978023,0.0001986717,0.001444714,0.0001259722,0.0001347167,0.000293609],"domain_scores_gemma":[0.9951414,0.002266946,0.001244285,0.0001070354,0.001125582,0.000114772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004847646,0.0001778454,0.6529752,0.0004378388,0.00001825673,1.571282e-7,0.000705281,0.000007257038,0.0008529054,0.001031059,0.003261158,0.3404846],"study_design_scores_gemma":[0.002864523,0.0007078715,0.8491629,0.001174199,0.00002585064,0.0002563719,0.006821086,0.004498553,0.0003978366,0.08975846,0.04405727,0.0002750201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987318,0.001027016,0.0009382649,0.009359959,0.0001455667,0.0006081495,0.00001276409,0.00001888643,0.0005713753],"genre_scores_gemma":[0.9529814,0.00009532442,0.04613244,0.0003840961,0.0001404284,0.0001234394,0.00001110632,0.000009034756,0.0001227151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3402096,"threshold_uncertainty_score":0.9891159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02566031329906309,"score_gpt":0.3873296907866747,"score_spread":0.3616693774876116,"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."}}