{"id":"W3132420239","doi":"10.5539/hes.v11n2p20","title":"The Project-based Learning Management Process for Vocational and Technical Education","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Mongkut's University of Technology North Bangkok","keywords":"Vocational education; Brainstorming; Originality; Process (computing); Presentation (obstetrics); Curriculum; Psychology; Mathematics education; Knowledge management; Creativity; Project-based learning; Project management; Learning Management; Pedagogy; Computer science; 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":[0.0001007352,0.0001052285,0.00008092848,0.0000566096,0.0002353433,0.00005211467,0.00005625386,0.00002749615,0.000008081271],"category_scores_gemma":[0.00002514775,0.00008734305,0.00002188569,0.0002396993,0.00002864234,0.00004820706,0.00001341601,0.00007240561,0.000005022614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155084,"about_ca_system_score_gemma":0.0003085723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.625706e-7,"about_ca_topic_score_gemma":0.000001825388,"domain_scores_codex":[0.9994398,0.00001165081,0.0001591789,0.0001529522,0.0001105117,0.00012592],"domain_scores_gemma":[0.9994054,0.00008183313,0.00002632578,0.0001036495,0.0003536114,0.00002921392],"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":[0.00001575554,0.0008293625,0.004326743,0.003453157,0.0005889449,4.638202e-7,0.001981062,0.005076705,0.0005304845,0.1577113,0.7243547,0.1011313],"study_design_scores_gemma":[0.000150788,0.000009739506,0.04950449,0.0001148992,0.00003918128,0.000004954098,0.005344958,0.000139241,0.0004808083,0.0005795124,0.9434316,0.0001999025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5189443,0.2549911,0.01624212,0.05063945,0.05071484,0.007084763,0.00001904681,0.004063788,0.09730051],"genre_scores_gemma":[0.9590294,0.00136346,0.01144867,0.0003784703,0.0003606262,0.005292848,0.00009544112,0.00004031642,0.02199077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4400851,"threshold_uncertainty_score":0.3561746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02455255282426929,"score_gpt":0.3383224319075355,"score_spread":0.3137698790832663,"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."}}