{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001983469,0.0001007085,0.00009009015,0.0002104388,0.00002762558,0.00002558227,0.00008669644,0.0000266134,0.00003480917],"category_scores_gemma":[0.000005245435,0.0001051561,0.00000780645,0.0004255676,0.0001072533,0.0001040133,0.00006205363,0.00006834311,0.00004091628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001956762,"about_ca_system_score_gemma":0.000005726043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003264699,"about_ca_topic_score_gemma":0.000007109203,"domain_scores_codex":[0.9992863,0.000003711685,0.0001692601,0.0001574904,0.000154479,0.0002287411],"domain_scores_gemma":[0.9997902,0.000007242922,0.00001152928,0.0001447567,0.000001714145,0.000044564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000143438,0.0005211191,0.293412,0.002338977,0.0001007117,0.0002139375,0.02305675,0.2161334,0.006601856,0.04251143,0.0006782745,0.4144172],"study_design_scores_gemma":[0.0006237842,0.00003790331,0.9586491,0.0002403255,0.000008177274,0.00003877641,0.005752092,0.01749285,0.003580245,0.002173291,0.01088847,0.0005150067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970507,0.00008355406,0.0002540842,0.00009544536,0.0003069505,0.0002400834,4.021216e-7,0.0001495306,0.00181923],"genre_scores_gemma":[0.9739767,0.001324054,0.02424044,0.000007327747,0.00001172521,0.000183625,0.00000590344,0.00001715352,0.0002331028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6652371,"threshold_uncertainty_score":0.4288144,"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."}}