{"id":"W145234988","doi":"10.28945/1363","title":"Unstructured vs. Structured Use of Laptops in Higher Education","year":2011,"lang":"en","type":"article","venue":"Journal of Information Technology Education Innovations in Practice","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Multidisciplinary approach; Engineering ethics; Association (psychology); Sociology; Medical education; Political science; Library science; Psychology; Computer science; Medicine; Social 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007028225,0.0001175509,0.000220823,0.003074175,0.00004544711,0.0000828136,0.0006857378,0.0002140814,0.00002905621],"category_scores_gemma":[0.001343028,0.0001151187,0.00003101817,0.004475584,0.00005896279,0.006736178,0.00006753179,0.0004831974,0.000006236356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001827733,"about_ca_system_score_gemma":0.001497029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007041153,"about_ca_topic_score_gemma":0.000004694564,"domain_scores_codex":[0.9978665,0.00009706574,0.00154373,0.0000983292,0.000251972,0.0001424663],"domain_scores_gemma":[0.994843,0.0001335855,0.002442907,0.000395632,0.002156684,0.00002817777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004232551,0.0003613484,0.0130463,0.00003340776,0.00002677399,8.171044e-7,0.002774242,0.0004704412,0.00007751196,0.8838167,0.002275284,0.0970748],"study_design_scores_gemma":[0.002156103,0.0005018667,0.4462038,0.000748486,0.00005538596,0.001299385,0.008085896,0.001988629,0.003153769,0.1036385,0.4314685,0.0006996735],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4783626,0.0004371094,0.4428586,0.03127042,0.01929154,0.001384939,0.0000222561,0.0002622015,0.02611034],"genre_scores_gemma":[0.8233889,0.00001590259,0.1758745,0.0005912709,0.00004331116,0.00001153408,0.00001129385,0.000003511912,0.00005981657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7801782,"threshold_uncertainty_score":0.4883567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03040094896518923,"score_gpt":0.2871307046542749,"score_spread":0.2567297556890857,"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."}}