{"id":"W2249606525","doi":"","title":"If you show them, will they use it? A Case Study in Technology Integration","year":2007,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Usability and User Interface Design","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Computer science; Business","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006949205,0.0002879939,0.0003301518,0.001812001,0.0001407135,0.0001233374,0.0008731594,0.0002959841,0.00009305578],"category_scores_gemma":[0.001232599,0.0002560737,0.00002920447,0.001805106,0.0003927566,0.0005626573,0.000236977,0.0008187839,0.00004878473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000132434,"about_ca_system_score_gemma":0.0004235285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001771954,"about_ca_topic_score_gemma":0.01649269,"domain_scores_codex":[0.9978447,0.00009171553,0.0005011043,0.0007827714,0.0002914625,0.0004882629],"domain_scores_gemma":[0.9973212,0.001282042,0.0001434837,0.0007950175,0.0003298462,0.0001284498],"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":[0.00002716835,0.001314383,0.1589514,0.000008300906,0.00002499892,0.0004047382,0.007926114,0.000001252779,0.0003531183,0.8044069,0.0003440441,0.02623759],"study_design_scores_gemma":[0.0007696828,0.0004638217,0.01321021,0.0001115893,0.00001475432,0.000725253,0.004848624,0.0007129754,0.002040474,0.9764639,0.0002239633,0.0004148002],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6931604,0.00004444127,0.005275053,0.2990253,0.001208244,0.0006225036,0.000004892436,0.0002494392,0.0004098011],"genre_scores_gemma":[0.9944922,0.00003429939,0.00456811,0.0002618947,0.0001151965,0.000197961,0.00000627081,0.00001212812,0.0003119695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3013318,"threshold_uncertainty_score":0.9999892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0685543131979715,"score_gpt":0.3084608883248811,"score_spread":0.2399065751269096,"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."}}