{"id":"W3002893470","doi":"10.24908/pceea.vi0.13866","title":"IMPLEMENTATION OF PROJECT-BASED LEARNING IN SECONDYEAR CELLULAR BIOPHYSICS COURSE AND STUDENTS’ PERCEPTION OF THE VALUE OF THE PRACTICE","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Perception; Project-based learning; Mathematics education; Computer science; Psychology; Medical education; Pedagogy; Medicine; Neuroscience","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004570289,0.00009873846,0.0001414866,0.0001340576,0.0000344271,0.00001605477,0.0002332249,0.00009675037,0.000009399649],"category_scores_gemma":[0.0002316246,0.0000780921,0.00005909989,0.0005955638,0.00002296151,0.0001415452,0.00002294379,0.0002131122,5.641314e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005559477,"about_ca_system_score_gemma":0.0004013974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005301346,"about_ca_topic_score_gemma":0.0004774689,"domain_scores_codex":[0.9991,0.00001419206,0.000307694,0.0000965306,0.0003391617,0.0001423995],"domain_scores_gemma":[0.9992426,0.00005318465,0.0003188994,0.00009868463,0.0002491164,0.00003749939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004352885,0.0001433225,0.7879387,0.002513305,0.0001332536,1.019982e-8,0.007278222,0.02760088,0.1690614,0.001941457,0.001622878,0.001762171],"study_design_scores_gemma":[0.000278939,0.00002129259,0.9569839,0.0002985946,0.00006785025,4.828098e-7,0.003000677,0.0128301,0.02483146,0.00001867337,0.001551974,0.0001160265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977579,0.00004895922,0.00001760414,0.0008730565,0.0007189893,0.0004137951,0.00001173969,0.00001541285,0.0001425686],"genre_scores_gemma":[0.9995007,0.00001152738,0.0002522186,0.00002828639,0.00003727823,0.0000202088,0.000004564919,0.00001930351,0.000125944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1690452,"threshold_uncertainty_score":0.8014085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002764230416530631,"score_gpt":0.223642847164228,"score_spread":0.2208786167476973,"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."}}