{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001366071,0.0001909378,0.0002423446,0.002098108,0.001733671,0.0001140057,0.0004920074,0.0004018327,0.00009488915],"category_scores_gemma":[0.001211132,0.0001896844,0.00005056283,0.006836527,0.0006615242,0.00104231,0.0002779322,0.001583091,0.0000159582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000634464,"about_ca_system_score_gemma":0.0004590204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001205333,"about_ca_topic_score_gemma":0.0006910304,"domain_scores_codex":[0.9978685,0.0006160053,0.0002297588,0.0003979154,0.0004153285,0.0004724425],"domain_scores_gemma":[0.9991785,0.0001657161,0.0002249561,0.0001677322,0.0002064063,0.00005670439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008511909,0.0005733701,0.01911596,0.00004064832,0.00002690254,0.0001101064,0.005833895,0.001947332,0.0002529467,0.6870286,0.0003587833,0.2838602],"study_design_scores_gemma":[0.001895379,0.001216352,0.001038569,0.00007119905,0.00001638398,0.000007916661,0.06917734,0.003024331,0.000165382,0.00240019,0.9205346,0.0004523565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9384051,0.00006607441,0.004665734,0.02835959,0.0001907818,0.001653723,0.00001091718,0.002492232,0.02415583],"genre_scores_gemma":[0.9974483,0.00007047926,0.001631639,0.0001920656,0.00001442211,0.00003765992,0.00006216927,0.000007892518,0.0005354164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9201758,"threshold_uncertainty_score":0.999566,"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."}}