{"id":"W4303833150","doi":"10.3390/logistics6040070","title":"Student-Centered Curriculum Design and Evaluation in Logistics Management","year":2022,"lang":"en","type":"article","venue":"Logistics","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Curriculum; Constructive; Plan (archaeology); Logistics management; Conceptual framework; Engineering ethics; Computer science; Mathematics education; Knowledge management; Sociology; Engineering management; Process management; Pedagogy; Engineering; Psychology; Process (computing)","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":[0.00201996,0.00008924116,0.0001147774,0.00009487935,0.0004454098,0.00008507151,0.0002703505,0.00003066543,0.0003043794],"category_scores_gemma":[0.00009736486,0.00009745549,0.00001987917,0.0003011507,0.0001320796,0.00004912256,0.0002707289,0.0001313338,0.000009984572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000354508,"about_ca_system_score_gemma":0.00005259745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002197329,"about_ca_topic_score_gemma":0.0001846046,"domain_scores_codex":[0.9978961,0.0005409964,0.000195156,0.0002217796,0.0008803216,0.0002655931],"domain_scores_gemma":[0.9995806,0.000117124,0.00007774606,0.0001200402,0.00005466016,0.000049878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005313704,0.001446042,0.5854809,0.00003316818,0.00009673952,0.0001432726,0.01747033,0.03735218,0.00001012074,0.3286406,0.01079526,0.01847829],"study_design_scores_gemma":[0.007015986,0.000668456,0.5133555,0.00005039035,0.0005614879,0.000003799222,0.2437364,0.09978224,0.000002992675,0.04510165,0.08846515,0.00125598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3737007,0.002229244,0.2429891,0.003760771,0.008094894,0.01060385,0.00005817571,0.0004354181,0.3581278],"genre_scores_gemma":[0.995495,0.0002716791,0.003190091,0.0001145306,0.00007314234,0.0001236247,0.00001572308,0.000007213223,0.0007089484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6217943,"threshold_uncertainty_score":0.3974119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066708578863141,"score_gpt":0.4006836190294434,"score_spread":0.2940127611431294,"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."}}