{"id":"W1759638633","doi":"10.4102/jtscm.v5i1.21","title":"An integrated approach to teaching and learning logistics: A case study","year":2011,"lang":"en","type":"article","venue":"Journal of Transport and Supply Chain Management","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Project-based learning; Perception; Psychology; Mathematics education; Knowledge management; Medical education; Computer science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.005044842,0.0001152548,0.00020935,0.0002489029,0.0006703055,0.00006547629,0.0001453449,0.00004084315,0.00002722726],"category_scores_gemma":[0.00003464635,0.00009475355,0.00003301989,0.0001523037,0.00006504324,0.0002269229,0.00001465791,0.000531708,4.151414e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002829282,"about_ca_system_score_gemma":0.00003395379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00499045,"about_ca_topic_score_gemma":0.000722782,"domain_scores_codex":[0.9984971,0.0005418541,0.0003133372,0.0001741078,0.00025265,0.0002208976],"domain_scores_gemma":[0.9994825,0.00003977502,0.000123181,0.00007278386,0.00006410822,0.0002176863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002044867,0.000804815,0.2600802,0.00008695216,0.0002025825,0.00517555,0.5859082,0.0007306521,0.000008660685,0.003958644,0.0000557805,0.1427834],"study_design_scores_gemma":[0.001206656,0.001750092,0.0314912,0.00008708226,0.0002852542,0.0002712684,0.938525,0.0005216476,0.000001329629,0.0002276563,0.02532331,0.0003094743],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9195961,0.0001071026,0.06435219,0.0001319243,0.00008181398,0.0004780528,0.00000115255,0.00003052155,0.01522119],"genre_scores_gemma":[0.9763196,0.00006437126,0.02307279,0.00008676717,0.00006910767,0.000006365557,0.000001585973,0.000009877766,0.0003694963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3526168,"threshold_uncertainty_score":0.7544101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0376066902370459,"score_gpt":0.2931398415487252,"score_spread":0.2555331513116794,"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."}}