{"id":"W4389540308","doi":"10.29007/drsl","title":"Mathematics and Science Subjects in Construction Management Baccalaureate Programs","year":2023,"lang":"en","type":"article","venue":"EPiC series in built environment","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Accreditation; Bachelor; Mathematics education; Science and engineering; Medical education; Mathematics; Computer science; Engineering management; Engineering; Political science; Engineering ethics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001064176,0.000270201,0.0002414931,0.00304386,0.0006366143,0.001036401,0.0006589872,0.000407434,0.01447311],"category_scores_gemma":[0.01068746,0.0001440084,0.0002213467,0.002851616,0.0005404596,0.0007145485,0.002107748,0.0005869933,0.001921529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001153663,"about_ca_system_score_gemma":0.001512059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007542078,"about_ca_topic_score_gemma":0.01187834,"domain_scores_codex":[0.9977115,0.0003296137,0.0001642523,0.0002320293,0.0009252978,0.0006372422],"domain_scores_gemma":[0.9868323,0.002462917,0.004056468,0.0003678383,0.002115555,0.004165029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002194529,0.0005028438,0.9471681,0.00006607412,0.00001888232,0.00009368404,0.001718421,0.0004295253,0.0009225715,0.001097312,0.002143205,0.04562004],"study_design_scores_gemma":[0.000003594163,0.00007813703,0.9954957,0.00001402441,0.000001752761,0.0000247693,0.0008688482,0.0001263487,0.0001210981,0.0001019173,0.003160901,0.00000300839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879212,0.0002450656,0.0004290654,0.0002151778,0.00002709104,0.00003940941,0.0007332387,0.00002945144,0.01036035],"genre_scores_gemma":[0.9937835,0.0001140772,0.0002381081,0.00005157111,0.00003154232,0.00004633614,0.001153723,0.00001391595,0.004567148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01447311,"threshold_uncertainty_score":0.04841739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008128678395680884,"score_gpt":0.2034471933420004,"score_spread":0.1953185149463195,"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."}}