{"id":"W4413939220","doi":"10.24908/iqurcp19920","title":"Envisioning Inclusive and Sustainable Makerspaces in Education","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02831347,0.0006594767,0.0004108911,0.003224847,0.006912858,0.01805111,0.002429345,0.004521432,0.003002167],"category_scores_gemma":[0.01638658,0.0007295162,0.0007023973,0.003373919,0.01523539,0.02211838,0.01219833,0.002240315,0.0006146869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007857034,"about_ca_system_score_gemma":0.02338872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004499298,"about_ca_topic_score_gemma":0.01186197,"domain_scores_codex":[0.9787144,0.01518163,0.0009916852,0.0008788643,0.002515409,0.001717927],"domain_scores_gemma":[0.978798,0.01483375,0.001251373,0.001270366,0.002020707,0.001825743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005243595,0.0001913967,0.006045451,0.002338638,0.00003562478,0.002303032,0.260979,0.004791019,0.003101567,0.5325993,0.006361937,0.1812006],"study_design_scores_gemma":[0.00002104047,0.0001374114,0.002527029,0.002974142,0.00002740541,0.001000852,0.3971121,0.001915814,0.003110267,0.1525585,0.4385358,0.00007965865],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3948127,0.02053507,0.2763638,0.04749657,0.0009896077,0.002285752,0.000470653,0.0006673232,0.2563785],"genre_scores_gemma":[0.8875719,0.006313999,0.09337749,0.0009835918,0.0000808144,0.0006329222,0.0001588712,0.00007136648,0.01080901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02831347,"threshold_uncertainty_score":0.1497378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03847486577666868,"score_gpt":0.3515705730405836,"score_spread":0.3130957072639149,"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."}}