{"id":"W4280500171","doi":"10.29007/d8s4","title":"Analysis of Learning Outcomes of a Baccalaureate Degree Program in Construction Management","year":2022,"lang":"en","type":"article","venue":"EPiC series in built environment","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Computer science; Verb; Schema (genetic algorithms); Cognition; Natural language processing; Content analysis; Context (archaeology); Action (physics); Modal verb; Artificial intelligence; Mathematics education; Psychology; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004046396,0.0004196353,0.0005390623,0.005517214,0.0007372301,0.001187005,0.0005678634,0.0004045289,0.003261386],"category_scores_gemma":[0.02113699,0.0001114929,0.0006000818,0.003019934,0.0005930332,0.0008765637,0.001661806,0.0007350144,0.0008312157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001901059,"about_ca_system_score_gemma":0.001035696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002752886,"about_ca_topic_score_gemma":0.004015262,"domain_scores_codex":[0.995387,0.001247209,0.0002835369,0.000334556,0.002132562,0.0006151099],"domain_scores_gemma":[0.9817609,0.007706826,0.002974588,0.0004930421,0.005229804,0.00183484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001967823,0.005293176,0.7003183,0.0005091528,0.0001885187,0.0005657637,0.01236623,0.007594941,0.005788581,0.001585037,0.002208979,0.2616135],"study_design_scores_gemma":[0.00002069028,0.001403845,0.9825062,0.00004478336,0.00003991141,0.00007691,0.005548338,0.002480542,0.004985439,0.0006052602,0.002252456,0.00003564358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944102,0.00002866376,0.001366899,0.00006075728,0.00000776605,0.00008800353,0.000409785,0.00004085467,0.003586947],"genre_scores_gemma":[0.9963261,0.00003516235,0.0009777651,0.00001046781,0.000007046239,0.0001096542,0.0008221344,0.00001781946,0.001693866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005517214,"threshold_uncertainty_score":0.02139962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03991423579213169,"score_gpt":0.351890168853697,"score_spread":0.3119759330615653,"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."}}