{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005601294,0.0003664653,0.0002901061,0.001579556,0.006679683,0.01221022,0.0008929962,0.001058793,0.004147571],"category_scores_gemma":[0.01186075,0.0004103066,0.0003676059,0.0009033568,0.01380917,0.003544746,0.008753635,0.001443334,0.0003107734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002536533,"about_ca_system_score_gemma":0.00276864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002889823,"about_ca_topic_score_gemma":0.008009395,"domain_scores_codex":[0.9907146,0.006138997,0.0002176906,0.0005861297,0.001616806,0.0007258033],"domain_scores_gemma":[0.9846159,0.007342199,0.002235557,0.0008145526,0.0009570706,0.00403479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005431409,0.0008299561,0.1189904,0.0004606536,0.00008161332,0.001672656,0.6916091,0.0003893937,0.007067192,0.02606657,0.002943955,0.1493454],"study_design_scores_gemma":[0.00004535438,0.0008281716,0.1949182,0.0005834678,0.00007188041,0.001493893,0.6859676,0.0005459699,0.003114659,0.0148782,0.09732012,0.0002326199],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605668,0.001053761,0.002388003,0.001656873,0.00009770537,0.00003198362,0.00001175948,0.00003900454,0.0341541],"genre_scores_gemma":[0.9967349,0.0002232954,0.0006162702,0.0001161929,0.00001198378,0.00001050569,0.000004329052,0.00001435891,0.002268111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9933203,"threshold_uncertainty_score":0.02962285,"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."}}