{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005733081,0.0004779236,0.000278018,0.001295203,0.002388386,0.005605001,0.0006575945,0.001376736,0.5302657],"category_scores_gemma":[0.002138789,0.0002736765,0.0002840715,0.001422617,0.0006137517,0.00276653,0.003366598,0.001454768,0.173882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002062181,"about_ca_system_score_gemma":0.004314444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004522385,"about_ca_topic_score_gemma":0.02155587,"domain_scores_codex":[0.9993547,0.00005186699,0.00002857821,0.00009839829,0.0003415081,0.0001249609],"domain_scores_gemma":[0.9986078,0.0001067826,0.00005237195,0.0001483498,0.0002470665,0.0008377322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001017061,0.0001290665,0.001800306,0.0002822428,0.000004343623,0.0002667019,0.001376688,0.00009277117,0.001320159,0.04257287,0.5551627,0.3968905],"study_design_scores_gemma":[0.000002909956,0.000006912617,0.0005428641,0.00003641514,6.381227e-7,0.00006319412,0.0001584773,0.00001817807,0.0001339244,0.001077905,0.9979564,0.000002201701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.004421759,0.001581378,0.0018836,0.005692621,0.001376957,0.00006993381,0.001649457,0.001596032,0.9817281],"genre_scores_gemma":[0.01777838,0.001452982,0.002234209,0.000743527,0.0001575054,0.00003453744,0.001021136,0.0003001367,0.9762776],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5302657,"threshold_uncertainty_score":0.670019,"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."}}