{"id":"W1494379219","doi":"","title":"Beyond Usability: Evaluating Instructional Technology to Better Inform the Field","year":2004,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Usability; Field (mathematics); Computer science; Data science; Human–computer interaction","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":[],"consensus_categories":[],"category_scores_codex":[0.0004795469,0.0001454136,0.0001737311,0.0007326259,0.0006113123,0.00005666427,0.0004356086,0.0002397051,0.0007293167],"category_scores_gemma":[0.003801137,0.0001170617,0.00002739283,0.001503787,0.0008340995,0.0001341125,0.0001110344,0.0007124395,0.000105814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001188816,"about_ca_system_score_gemma":0.001771273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008716901,"about_ca_topic_score_gemma":0.003811517,"domain_scores_codex":[0.9985312,0.00004627754,0.0002605299,0.0003320636,0.0004440169,0.0003858899],"domain_scores_gemma":[0.9983444,0.0008732294,0.00009687959,0.0002517862,0.0003132196,0.0001205231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006498925,0.00003942405,0.01050849,0.000003016148,0.00001030899,7.000548e-7,0.001241097,0.000002783262,0.00007834656,0.8449228,0.0005421787,0.1426444],"study_design_scores_gemma":[0.0002166999,0.0001270637,0.002546137,0.00003985608,0.00001097095,0.000005911231,0.001880228,0.000005665127,0.0003792845,0.9746822,0.01996247,0.0001434995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.269879,0.00004485914,0.00002829463,0.7233161,0.0009406891,0.0002077329,0.000003162103,0.00008694551,0.005493194],"genre_scores_gemma":[0.9880412,0.00004150869,0.007644078,0.002540029,0.001013858,0.000195646,0.00001193739,0.00000824073,0.0005035468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7207761,"threshold_uncertainty_score":0.7985506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02913434258931493,"score_gpt":0.3625360850367951,"score_spread":0.3334017424474802,"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."}}