{"id":"W1946980480","doi":"10.24908/pceea.v0i0.3815","title":"SCALING ISSUES ASSOCIATED WITH USING CLASSROOM TECHNOLOGIES","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Context (archaeology); Inclusion (mineral); Emerging technologies; Educational technology; Value (mathematics); Computer science; Certainty; Pedagogy; Multimedia; Mathematics education; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002702855,0.000129651,0.0001378676,0.0002809885,0.0001726527,0.0001678073,0.0008404937,0.0001459119,0.0000068413],"category_scores_gemma":[0.0004350562,0.0001110715,0.00004477932,0.0009222353,0.0000168716,0.0009095795,0.00006661163,0.0001725563,0.000002715281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007471283,"about_ca_system_score_gemma":0.0004966257,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006859945,"about_ca_topic_score_gemma":0.002741295,"domain_scores_codex":[0.9990511,0.000005549667,0.0001904539,0.0001992387,0.0002622827,0.0002913614],"domain_scores_gemma":[0.9990238,0.00003101273,0.0003389058,0.0001389099,0.0003809305,0.0000864606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000472967,0.0002279211,0.7621354,0.0002698108,0.0004117198,6.772781e-7,0.01303393,0.000834217,0.004229281,0.2053651,0.008984468,0.004502768],"study_design_scores_gemma":[0.0005959102,0.0001099503,0.8192164,0.001328212,0.0001499548,0.00001523803,0.003824174,0.08658731,0.05748228,0.008429006,0.02085316,0.001408405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832681,0.0002868233,0.0004624385,0.006408722,0.001164565,0.0003840397,0.000008939482,0.0007355732,0.00728081],"genre_scores_gemma":[0.9841201,0.000004648341,0.01511715,0.0001385057,0.00004046945,0.00001242338,0.000001606158,0.0000169769,0.000548088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1969361,"threshold_uncertainty_score":0.9997535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225464581629666,"score_gpt":0.1858877777528762,"score_spread":0.1736331319365795,"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."}}