{"id":"W3204806868","doi":"10.59236/td2021vol14iss21507","title":"Building 21st Century Skills Using an Academic Makerspace","year":2021,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Medical education; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002352952,0.0005622839,0.0003081282,0.001459333,0.00264838,0.005120646,0.001259148,0.0007658427,0.01075487],"category_scores_gemma":[0.004901236,0.0001960873,0.0004531993,0.0008955487,0.002353317,0.004013487,0.009622272,0.001307006,0.001693964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008693517,"about_ca_system_score_gemma":0.002491353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002409751,"about_ca_topic_score_gemma":0.001005977,"domain_scores_codex":[0.9984711,0.0007291929,0.00006114634,0.0001596319,0.0003453795,0.0002335128],"domain_scores_gemma":[0.9957092,0.001786858,0.0004153824,0.0004121648,0.0002349035,0.001441555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002118132,0.003300795,0.02762379,0.001767986,0.00003720872,0.002615191,0.1815158,0.001012917,0.01012286,0.06391387,0.01409076,0.693787],"study_design_scores_gemma":[0.0000694526,0.001477786,0.03454128,0.001381536,0.00006760747,0.00307301,0.1826434,0.001025421,0.01101703,0.03158934,0.733005,0.000109247],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.761134,0.002005745,0.03396838,0.003542563,0.0006163553,0.0003619978,0.0001602316,0.0008746969,0.197336],"genre_scores_gemma":[0.9218029,0.002426466,0.04302044,0.0006015631,0.0001707496,0.0001935901,0.0001527255,0.0001061572,0.03152549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01075487,"threshold_uncertainty_score":0.03597867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02663524817970653,"score_gpt":0.3110874027956421,"score_spread":0.2844521546159355,"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."}}