{"id":"W4384915617","doi":"10.23977/aetp.2023.070707","title":"Research on the Teaching Reform of Civil Engineering in Private Colleges under the Background of Intelligent Construction—Taking Dianchi College of Yunnan University as an Example","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Yunnan Provincial Department of Education","keywords":"Modernization theory; China; Engineering management; Period (music); Civil engineering; Engineering; Political science; Engineering ethics; Public administration; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001578085,0.00011558,0.0001830284,0.001091744,0.002664244,0.002895843,0.000396738,0.0006946619,0.002434132],"category_scores_gemma":[0.002913245,0.00008936527,0.0001273511,0.001985491,0.002597318,0.002311567,0.001034042,0.0009423875,0.0001272303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009022543,"about_ca_system_score_gemma":0.01635087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0194214,"about_ca_topic_score_gemma":0.0316682,"domain_scores_codex":[0.9986215,0.0006052579,0.000045314,0.0001338028,0.0002511386,0.0003429328],"domain_scores_gemma":[0.9981676,0.0005828551,0.0004147298,0.00008495414,0.0003669905,0.0003828538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009004728,0.000930205,0.09143414,0.0008012222,0.00003747005,0.0004072191,0.09703381,0.001165081,0.003238891,0.590074,0.006407666,0.2083802],"study_design_scores_gemma":[0.00007419237,0.0003672731,0.5358084,0.0009082679,0.00008958369,0.0002112966,0.2322782,0.003699859,0.004762893,0.04167803,0.1800734,0.00004858181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8946182,0.00521754,0.002009461,0.01857542,0.0001301179,0.000120152,0.0000363291,0.00001687325,0.07927589],"genre_scores_gemma":[0.993574,0.001218618,0.0003371591,0.0003271465,0.00003746878,0.00001970072,0.00001625644,0.000002056784,0.004467621],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0194214,"threshold_uncertainty_score":0.06546348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05632276221215062,"score_gpt":0.3730973885791696,"score_spread":0.316774626367019,"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."}}