{"id":"W4413611814","doi":"10.5539/hes.v15n3p417","title":"Enhancing Undergraduate Students’ Cooperative Ability through Task-Driven Teaching: A case Study in E-Commerce Education","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Information Systems Education and Curriculum Development","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Task (project management); Mathematics education; Teaching method; Higher education; Psychology; Pedagogy; Medical education; Engineering; Medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004158439,0.0004182555,0.0004638455,0.0007252162,0.003084953,0.001592434,0.001305432,0.00133688,0.001138303],"category_scores_gemma":[0.005347186,0.0002997612,0.0005408445,0.0006745099,0.00120593,0.0008869139,0.001681935,0.001612513,0.0002229178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001575709,"about_ca_system_score_gemma":0.002900112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003193322,"about_ca_topic_score_gemma":0.009006045,"domain_scores_codex":[0.9974474,0.00141217,0.0001050257,0.0001734243,0.0003106999,0.0005513332],"domain_scores_gemma":[0.9954889,0.001279866,0.0003522411,0.0002916079,0.0005591435,0.00202822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009042678,0.1187375,0.2070835,0.0008113871,0.000133625,0.02735414,0.3798682,0.001801775,0.01525579,0.003713772,0.00267408,0.241662],"study_design_scores_gemma":[0.001229715,0.04783631,0.2639204,0.0004742218,0.0002820485,0.01482025,0.6072816,0.00999515,0.02247616,0.001879085,0.02950265,0.0003024622],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989306,0.00003519823,0.0003173365,0.00009729106,0.000005115921,0.00009750014,0.000003097783,0.000003464829,0.000510397],"genre_scores_gemma":[0.9967149,0.0001729138,0.002002751,0.0001017176,0.00001085679,0.00008886516,0.00001067419,0.000002885958,0.0008945031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004158439,"threshold_uncertainty_score":0.02199221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0370026106754336,"score_gpt":0.3965894087859179,"score_spread":0.3595867981104843,"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."}}