{"id":"W854350260","doi":"10.21427/fgmn-dg65","title":"Reflection on Integrative Project-Based Learning in Business and Information Technology Programs","year":2022,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Computer science; Project-based learning; Knowledge management; Project management 2.0; Soft skills; Curriculum; Project management; Engineering management; Project charter; Project management triangle; Engineering; Systems engineering; Mathematics education","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":[0.01001861,0.000687215,0.0003162068,0.0006751875,0.002810781,0.004927806,0.001886562,0.001666763,0.006744319],"category_scores_gemma":[0.02457879,0.0002659461,0.0003520756,0.0006487012,0.003325891,0.002748167,0.009045061,0.004437062,0.001498778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002494306,"about_ca_system_score_gemma":0.003565766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000732996,"about_ca_topic_score_gemma":0.001108385,"domain_scores_codex":[0.9872217,0.009154955,0.0002344867,0.0005039509,0.001486911,0.001398086],"domain_scores_gemma":[0.9815018,0.008828217,0.001050441,0.001245988,0.002038319,0.005335268],"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":[0.0002884398,0.008033231,0.0117984,0.0005779934,0.00003951442,0.001857374,0.2957188,0.005923963,0.008349527,0.06068087,0.08466955,0.5220623],"study_design_scores_gemma":[0.0001252612,0.003682973,0.01505893,0.001266607,0.00003348534,0.002141038,0.2480828,0.006103184,0.0114253,0.02666582,0.6852627,0.0001519059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6658244,0.0008415784,0.0486214,0.03001824,0.001230171,0.001004461,0.00006342346,0.0004893123,0.251907],"genre_scores_gemma":[0.9279746,0.001259462,0.01688028,0.002623447,0.0002782093,0.0004844363,0.00008738622,0.0001992912,0.0502129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01001861,"threshold_uncertainty_score":0.05298412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02615057942166399,"score_gpt":0.2696114344307547,"score_spread":0.2434608550090908,"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."}}