{"id":"W3160563631","doi":"10.4018/ijwltt.20210701.oa3","title":"Learning From Doing","year":2021,"lang":"en","type":"article","venue":"International Journal of Web-Based Learning and Teaching Technologies","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Educational software; Knowledge management; Software; Software development; Engineering management; Engineering","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":[0.002103439,0.0006596853,0.0004244713,0.0007348732,0.002815158,0.008668775,0.001047579,0.001505063,0.09300317],"category_scores_gemma":[0.006947683,0.0002465831,0.0006818349,0.0006252168,0.00387306,0.008850144,0.008587486,0.002806308,0.05055438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001170758,"about_ca_system_score_gemma":0.0034624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001105572,"about_ca_topic_score_gemma":0.00226312,"domain_scores_codex":[0.997303,0.0009985548,0.000111461,0.0004754394,0.0007920589,0.0003194682],"domain_scores_gemma":[0.996805,0.0006998968,0.0002267864,0.0007641765,0.0004350407,0.001069134],"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":[0.00007440336,0.0003720702,0.003876245,0.0007133049,0.00004038186,0.0006570662,0.03390403,0.0004315561,0.001841043,0.3018078,0.1829425,0.4733396],"study_design_scores_gemma":[0.00001149515,0.0000878279,0.001053369,0.0003792405,0.00001154149,0.0005120621,0.006659507,0.0001688008,0.0005040555,0.07721438,0.9133747,0.00002314353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01748292,0.001387246,0.03084302,0.01795275,0.001640904,0.0002251554,0.0003855886,0.000875043,0.9292073],"genre_scores_gemma":[0.3697732,0.006485538,0.0363345,0.01585164,0.00109968,0.0007660027,0.001601582,0.0007347534,0.567353],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09300317,"threshold_uncertainty_score":0.3111266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028572249528694,"score_gpt":0.2664862283290544,"score_spread":0.2562005058337675,"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."}}