{"id":"W4408972330","doi":"10.1007/978-3-031-51447-0_8-1","title":"Ergonomics in CALL Design and Teaching","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; University of Ottawa","funders":"","keywords":"Computer science; Engineering","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":[0.0005250814,0.0008346917,0.0004436742,0.0008831082,0.001200485,0.003609559,0.0006601916,0.001561776,0.02725918],"category_scores_gemma":[0.001041587,0.0003487468,0.0002872885,0.0008415771,0.001955526,0.001514246,0.001068979,0.001802046,0.008508957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012642,"about_ca_system_score_gemma":0.001299608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002056902,"about_ca_topic_score_gemma":0.005942218,"domain_scores_codex":[0.9993955,0.0002025366,0.00001787346,0.0000427521,0.0003084361,0.00003290838],"domain_scores_gemma":[0.9996521,0.0002233613,0.000009309427,0.00002804239,0.00005985429,0.00002736099],"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":[0.00002080058,0.00008809178,0.0001725931,0.000383991,0.000006834744,0.0001410658,0.003857668,0.003040259,0.001770228,0.3835896,0.1410698,0.4658592],"study_design_scores_gemma":[0.000004159694,0.00004031285,0.0005737531,0.0005367386,0.000006232933,0.0002487128,0.001074224,0.001460038,0.0007214663,0.09403864,0.9012768,0.0000190046],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002428852,0.02600412,0.07323245,0.00274267,0.002307495,0.00007670966,0.00005204924,0.0004288786,0.8927268],"genre_scores_gemma":[0.02092914,0.008100279,0.01251457,0.000630736,0.0004424889,0.0000883764,0.00005171347,0.0002392621,0.9570034],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02725918,"threshold_uncertainty_score":0.09119099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03242332394896914,"score_gpt":0.3158326863156363,"score_spread":0.2834093623666672,"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."}}