{"id":"W3036936099","doi":"10.24908/pceea.vi0.14204","title":"FLIPPING OUT – REFLECTIONS ON TEN YEARS OF DEVELOPMENT, INNOVATION AND DESIGN IN TECHNOLOGY-RICH COLLABORATIVE LEARNING SPACES AND ACTIVE LEARNING PEDAGOGICAL CAPACITY BUILDING","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dawson College","funders":"","keywords":"Learning design; Capacity building; Process (computing); Pedagogy; Institution; Active learning (machine learning); Capacity development; Knowledge management; Engineering; Sociology; Engineering ethics; Engineering management; Mathematics education; Computer science; Psychology; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04669913,0.001230007,0.0008741753,0.00230281,0.01142909,0.01751521,0.003578354,0.004027031,0.004070335],"category_scores_gemma":[0.04531339,0.0009281868,0.0008746468,0.002310687,0.04704719,0.01456078,0.01753533,0.01115333,0.0008518565],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01736714,"about_ca_system_score_gemma":0.01743712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02291329,"about_ca_topic_score_gemma":0.04783442,"domain_scores_codex":[0.9584777,0.0293186,0.000834733,0.001786962,0.005954762,0.003627214],"domain_scores_gemma":[0.9508228,0.03482212,0.001387164,0.003283565,0.005276312,0.004407987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001483746,0.0002576217,0.001630944,0.0005185331,0.00002337346,0.001153844,0.7769261,0.0007537931,0.001800948,0.1055302,0.01563552,0.09562067],"study_design_scores_gemma":[0.00002181466,0.0002424144,0.001261324,0.001354337,0.00001512577,0.0006782944,0.5311177,0.0003187367,0.001907236,0.01710563,0.4458936,0.00008371541],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5044358,0.05440737,0.1078348,0.1165044,0.006292471,0.001285246,0.0003317675,0.0004655785,0.2084426],"genre_scores_gemma":[0.9047052,0.01670238,0.01953611,0.009030637,0.0004393593,0.0004540073,0.000129558,0.0004668159,0.04853592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9826329,"threshold_uncertainty_score":0.2469715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07918202353280422,"score_gpt":0.3566753893441852,"score_spread":0.277493365811381,"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."}}