{"id":"W4247161072","doi":"10.24908/pceea.vi0.13749","title":"THE ROLE OF MAKERSPACES IN INCLUSIVITY IN ENGINEERING","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Inclusion (mineral); Cornerstone; Feeling; Engineering education; Test (biology); Mathematics education; Psychology; Function (biology); Space (punctuation); Engineering; Medical education; Computer science; Engineering management; Medicine; Social psychology; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005342517,0.0001414143,0.0001820262,0.0003737184,0.00003465777,0.00003644922,0.0003177195,0.0001623045,0.00000965901],"category_scores_gemma":[0.0004798475,0.0001251009,0.00005575807,0.0009107754,0.00001228589,0.0001630431,0.00002677935,0.0003183824,0.00000569768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001729542,"about_ca_system_score_gemma":0.0002143801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004291265,"about_ca_topic_score_gemma":0.006145434,"domain_scores_codex":[0.9989421,0.00000405778,0.0003330813,0.0001243865,0.0002601444,0.0003362328],"domain_scores_gemma":[0.9994438,0.00009917696,0.0001101828,0.0001145282,0.0001291536,0.0001031537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006745988,0.0001264834,0.7482886,0.002317607,0.0001293757,1.177117e-7,0.004650513,0.1610653,0.05431298,0.01887297,0.003947491,0.006281873],"study_design_scores_gemma":[0.0003175291,0.00001541222,0.7773502,0.000602222,0.00001633399,0.000002071477,0.0008681811,0.1703446,0.01079072,0.0004240394,0.03887824,0.0003904898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939548,0.0006057456,0.000004976759,0.001262811,0.001637815,0.0003135644,0.000007227757,0.00006039982,0.002152657],"genre_scores_gemma":[0.9993922,0.00004502062,0.0001824348,0.00001641893,0.00006948419,0.00004364708,0.000002845518,0.00002949897,0.0002184811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04352226,"threshold_uncertainty_score":0.6487137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001301818900267568,"score_gpt":0.1561947952250556,"score_spread":0.1548929763247881,"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."}}