{"id":"W2211244912","doi":"","title":"Innovative teaching and learning strategies and approaches for 21stC","year":2011,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science; Mathematics education; Psychology","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":[0.0005693252,0.000305598,0.0002795803,0.0002008111,0.0003023711,0.0002104467,0.00009113313,0.000112942,0.00005815534],"category_scores_gemma":[0.00005879192,0.0003233868,0.00001662878,0.000322547,0.0000677787,0.0003555072,0.00003484663,0.00104221,0.000004332413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000213763,"about_ca_system_score_gemma":0.0002268042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001793674,"about_ca_topic_score_gemma":0.0001129882,"domain_scores_codex":[0.998484,0.0001517313,0.0003638846,0.0004364603,0.0002156671,0.0003482368],"domain_scores_gemma":[0.9992989,0.0001154224,0.0002162161,0.0001247919,0.0000815009,0.0001631337],"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":[0.00009099386,0.0002523155,0.1010085,0.001157044,0.00007652186,0.00000178106,0.0173433,0.0007809953,0.0002131254,0.6706653,0.000753431,0.2076567],"study_design_scores_gemma":[0.0008860921,0.0004672767,0.9070807,0.0007593816,0.00002323432,0.000009966909,0.03192206,0.006364278,0.0001142163,0.005352354,0.04602122,0.0009992784],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9104807,0.001570743,0.001250852,0.002244389,0.001242834,0.0009687516,0.00000710573,0.0004295346,0.08180509],"genre_scores_gemma":[0.9862428,0.000388539,0.004720089,0.0001531233,0.00009893306,0.0002429104,0.00003459892,0.00004954375,0.008069429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8060722,"threshold_uncertainty_score":0.9999218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09952793052857442,"score_gpt":0.2699824086090738,"score_spread":0.1704544780804994,"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."}}