{"id":"W4284962850","doi":"10.4018/ijopcd.304083","title":"Maker Education","year":2022,"lang":"en","type":"article","venue":"International Journal of Online Pedagogy and Course Design","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Documentation; Qualitative research; Authentic learning; Pedagogy; Sample (material); Empirical research; Psychology; Mathematics education; Sociology; Medical education; Social science; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0007028246,0.00005856775,0.00007992228,0.0001414553,0.0001236791,0.00008753151,0.0006027243,0.00001586565,0.00004119303],"category_scores_gemma":[0.00005333075,0.00005533854,0.00004505994,0.00006549866,0.00001794296,0.0002155054,0.0001209416,0.0003529192,0.000001704405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003899678,"about_ca_system_score_gemma":0.001418221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009785063,"about_ca_topic_score_gemma":0.000001376239,"domain_scores_codex":[0.9990494,0.0001924649,0.0002028089,0.00009789595,0.0003753942,0.00008205045],"domain_scores_gemma":[0.9993436,0.00008898785,0.0002345168,0.00008131833,0.0001997572,0.00005182176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003472037,0.0003768592,0.0008590033,9.349476e-7,0.0000521977,0.00005660998,0.0008930431,0.002106373,0.00005077073,0.009620052,0.001756854,0.9841926],"study_design_scores_gemma":[0.001152037,0.0008801713,0.03025718,0.00004882129,0.00004557963,0.006782565,0.002255166,0.01642371,0.00005209283,0.005895129,0.9359259,0.0002816156],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0302979,0.001921857,0.920132,0.04473013,0.002753675,0.00004717024,0.000002622571,0.00003169344,0.0000829056],"genre_scores_gemma":[0.8545752,0.00004257844,0.1435924,0.0008100825,0.0003963397,0.000003156133,0.000003777533,0.000005620769,0.0005708648],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.983911,"threshold_uncertainty_score":0.2515863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02738438793395688,"score_gpt":0.3658830483385486,"score_spread":0.3384986604045917,"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."}}