{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002761711,0.0001744777,0.000217151,0.001729271,0.0007705557,0.0006172857,0.0003740426,0.0001971823,0.00001130144],"category_scores_gemma":[0.001208038,0.0001742209,0.00001912525,0.002755099,0.0007645774,0.001329474,0.001442935,0.0007036034,0.00002143276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003355955,"about_ca_system_score_gemma":0.0005752977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009367937,"about_ca_topic_score_gemma":0.00003088419,"domain_scores_codex":[0.9981472,0.00002254018,0.0002762381,0.0004726918,0.0003758101,0.0007054567],"domain_scores_gemma":[0.9979379,0.00008456229,0.0001054286,0.0001014544,0.001756146,0.00001455666],"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":[0.00003362034,0.00007445888,0.030738,0.0003649872,0.00001673401,0.000004697377,0.00129238,2.372495e-7,0.0001802012,0.9441591,0.005932407,0.0172032],"study_design_scores_gemma":[0.0003104842,0.00001307756,0.00961522,0.0003163842,0.000005532593,6.870667e-7,0.07528255,0.0002914421,0.0003744059,0.8773693,0.0362276,0.0001933485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6803721,0.000259692,0.0008040458,0.1329064,0.0002603483,0.001209345,2.570723e-7,0.0001881216,0.1839997],"genre_scores_gemma":[0.9942874,0.000196074,0.0004546213,0.0006828287,0.0001394469,0.000229125,0.000006263183,0.00001301456,0.003991276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3139152,"threshold_uncertainty_score":0.7104524,"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."}}