{"id":"W2597542154","doi":"10.24908/pceea.v0i0.6542","title":"DESIGN OF MASTERY-BASED TUTORIAL IN THE BRIGHTSPACE LEARNING ENVIRONMENT FOR A FIRST YEAR THERMODYNAMICS COURSE","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Coursework; Formative assessment; Mathematics education; Critical thinking; Computer science; Course (navigation); Mastery learning; Psychology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001963896,0.0007433855,0.0004627511,0.0008976001,0.0005658951,0.00118355,0.001455358,0.0009296316,0.009097783],"category_scores_gemma":[0.003697566,0.0004152841,0.0005221997,0.0002041011,0.000289975,0.0008826459,0.0009554637,0.0006859459,0.001949488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004608327,"about_ca_system_score_gemma":0.001286652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000443426,"about_ca_topic_score_gemma":0.0007913713,"domain_scores_codex":[0.9992409,0.0002740018,0.00006600031,0.0001768441,0.0001203765,0.0001219108],"domain_scores_gemma":[0.997903,0.0008073575,0.0001750794,0.0001385498,0.0004285303,0.0005475281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.005057788,0.01681565,0.01902885,0.003785616,0.0001707785,0.003290205,0.009117328,0.02606146,0.1956845,0.006558959,0.02528682,0.6891421],"study_design_scores_gemma":[0.006549143,0.04588858,0.1085571,0.001330245,0.0009882459,0.003901708,0.005728118,0.2008401,0.2639161,0.00582331,0.3556456,0.0008317549],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.573419,0.0002681287,0.3584794,0.0007641882,0.0004286883,0.03041734,0.001108346,0.01400697,0.02110801],"genre_scores_gemma":[0.34936,0.00028925,0.6150149,0.0004487828,0.00008500933,0.01702965,0.0009574713,0.0006120775,0.01620273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009097783,"threshold_uncertainty_score":0.03043514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006436859053499134,"score_gpt":0.1909267288487221,"score_spread":0.184489869795223,"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."}}