{"id":"W3092975411","doi":"","title":"Application of Learning Objects for Computer Programming-Based Problem Solving.","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Mathematics education; Teaching method; Computer-Assisted Instruction; Educational technology; Computer software; Computer programming; Instructional design; Artificial intelligence; Management science; Human–computer interaction; Multimedia; Psychology; Programming language; Software engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000120536,0.00008357094,0.0001800539,0.0002515406,0.00009894835,0.00001699191,0.0001233405,0.0001229409,0.000002246578],"category_scores_gemma":[0.00009598636,0.00009104033,0.00003421067,0.000275708,0.00007294098,0.00002804871,0.000007065664,0.0004088641,0.000001195005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003170008,"about_ca_system_score_gemma":0.0001492581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005891879,"about_ca_topic_score_gemma":0.0002755715,"domain_scores_codex":[0.9994059,0.00000999858,0.0002537055,0.00009737191,0.00004750878,0.0001855137],"domain_scores_gemma":[0.9994104,0.00004754097,0.000140786,0.00005372,0.0001905076,0.0001570665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005673149,0.000006699245,0.02405024,0.0002213577,0.00004872525,0.000003626667,0.0006188979,0.7205765,0.0025211,0.0007683113,0.0001487291,0.2510302],"study_design_scores_gemma":[0.000421968,0.0005201314,0.00006589304,0.00006758744,0.00003322472,0.00002196388,0.0003308024,0.9345655,0.001642801,0.000338326,0.06185516,0.0001366052],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04761215,0.0005789336,0.949747,0.001635041,0.00003495258,0.0002185956,0.000001822798,0.000124407,0.00004710139],"genre_scores_gemma":[0.8995152,0.000006929699,0.1003582,0.00001273546,0.00005934597,0.00001818391,0.000004523167,0.00002144081,0.000003456382],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8519031,"threshold_uncertainty_score":0.3712517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006895786586112999,"score_gpt":0.2002580662382185,"score_spread":0.1933622796521055,"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."}}