{"id":"W4404324824","doi":"10.1080/03075079.2024.2427786","title":"Examining factors influencing university students’ adoption of generative artificial intelligence: a cross-country study","year":2024,"lang":"en","type":"article","venue":"Studies in Higher Education","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Higher education; Psychology; Generative grammar; Mathematics education; Pedagogy; Sociology; Economic growth; Computer science; Artificial intelligence; Economics","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":[0.004867198,0.0002984051,0.0005209518,0.001433789,0.001133693,0.002150711,0.0004060891,0.0006913125,0.001652259],"category_scores_gemma":[0.00650906,0.0004042897,0.0006732409,0.001820758,0.0009870596,0.001269571,0.001512752,0.001137802,0.0003882828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006085093,"about_ca_system_score_gemma":0.0008722903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004464568,"about_ca_topic_score_gemma":0.007037623,"domain_scores_codex":[0.9982783,0.0007731318,0.0001708612,0.0001639045,0.0002406329,0.0003731867],"domain_scores_gemma":[0.9929502,0.002788785,0.001593132,0.000475055,0.0009580252,0.001234776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007119629,0.0005829397,0.9649162,0.00004248654,0.00005372021,0.0002425035,0.0246421,0.0001100903,0.0005882566,0.0001785765,0.000103293,0.008468669],"study_design_scores_gemma":[0.000007408049,0.0005028236,0.9364283,0.00005606426,0.00005120238,0.0002366594,0.06071484,0.0006371216,0.0004532723,0.00007518658,0.0008098501,0.00002729591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997653,0.00002107334,0.00003305344,0.00001805077,0.000001359289,0.000005415106,0.000007685394,4.246194e-7,0.0001476163],"genre_scores_gemma":[0.9997241,0.00005780233,0.00007092566,0.00001965695,0.000001133089,0.000007917442,0.00001540623,6.980056e-7,0.0001023478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004867198,"threshold_uncertainty_score":0.0257405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3448706008700241,"score_gpt":0.4972029842329638,"score_spread":0.1523323833629397,"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."}}