{"id":"W3001809727","doi":"10.24908/pceea.vi0.13705","title":"Blended Learning in First Year Engineering Labs","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Pace; Deliverable; Coursework; Multimedia; Mathematics education; Engineering; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003422645,0.0006727707,0.0006763447,0.001242801,0.001219838,0.008110776,0.003186857,0.001747334,0.02762579],"category_scores_gemma":[0.007593904,0.0003443061,0.0007825643,0.001211896,0.0007690606,0.004002922,0.009455407,0.002443745,0.01357475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001680394,"about_ca_system_score_gemma":0.002293917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003579067,"about_ca_topic_score_gemma":0.0007398627,"domain_scores_codex":[0.9965017,0.001028252,0.00016611,0.0006010647,0.001176795,0.0005261636],"domain_scores_gemma":[0.9936429,0.0009486629,0.0003197177,0.0008862721,0.00131395,0.002888421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005869827,0.003187445,0.002814889,0.0005488547,0.00004029553,0.0002951703,0.001988394,0.003902304,0.006268276,0.0461057,0.06355838,0.8707033],"study_design_scores_gemma":[0.0004234344,0.0036289,0.007669944,0.0009505121,0.00005603029,0.001129046,0.002237031,0.02362605,0.02043783,0.1006844,0.8389642,0.0001926547],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1761832,0.003417121,0.3626682,0.006959395,0.004600384,0.001704474,0.001091947,0.008225806,0.4351496],"genre_scores_gemma":[0.4697743,0.002857073,0.2386245,0.004341301,0.001031898,0.001580794,0.001957535,0.0009634605,0.2788692],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02762579,"threshold_uncertainty_score":0.09241748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007571492101726619,"score_gpt":0.250767656239437,"score_spread":0.2431961641377104,"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."}}