{"id":"W3167168274","doi":"10.5430/ijhe.v10n6p11","title":"Enhancing Creative Problem Solving in Postgraduate Courses of Education Management Using Project-Based Learning","year":2021,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creative problem-solving; Mathematics education; Test (biology); Project-based learning; Control (management); Intervention (counseling); Problem-based learning; Psychology; Field (mathematics); Computer science; Creativity; Medical education; Medicine; Mathematics; Artificial intelligence","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":[0.0007013843,0.00008128668,0.0001376602,0.0004108768,0.00009963687,0.00009566879,0.0002054962,0.00004585633,0.0002386492],"category_scores_gemma":[0.0002213019,0.00008616461,0.0000644102,0.0003710779,0.00006146888,0.0003034361,0.00002258791,0.000174125,0.000002651143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007156922,"about_ca_system_score_gemma":0.005198955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004932169,"about_ca_topic_score_gemma":0.00008264338,"domain_scores_codex":[0.9983161,0.0002450703,0.0005235542,0.0001282824,0.0006502153,0.0001367875],"domain_scores_gemma":[0.9973939,0.00009957642,0.0004330802,0.00005612213,0.00196189,0.00005540023],"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":[0.0002852593,0.01082413,0.1875067,0.0004813318,0.0007078748,0.00006182722,0.1558251,0.001866051,0.01766046,0.434431,0.006743581,0.1836067],"study_design_scores_gemma":[0.002588716,0.0002392237,0.3018254,0.01180867,0.0003217209,0.00008317782,0.2640181,0.0001373698,0.04056361,0.07096953,0.3063417,0.001102732],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9303828,0.001107208,0.001632516,0.01298385,0.007467012,0.0003224053,0.000001472726,0.00001972091,0.04608298],"genre_scores_gemma":[0.9536843,0.0001092946,0.04084649,0.0004207495,0.0003893815,0.000009189282,0.00001220184,0.000009168024,0.004519167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3634615,"threshold_uncertainty_score":0.9222723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0316322336217355,"score_gpt":0.4006592767340928,"score_spread":0.3690270431123573,"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."}}