{"id":"W2954867402","doi":"10.22260/isarc2019/0148","title":"Implementing Collaborative Learning Platforms in Construction Management Education","year":2019,"lang":"en","type":"article","venue":"Proceedings of the ... ISARC","topic":"BIM and Construction Integration","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Building information modeling; Class (philosophy); Engineering management; Project management; Construction management; Knowledge management; Computer science; Engineering; Systems engineering; Operations management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001406858,0.00007909873,0.00008753096,0.0001167376,0.00005021416,0.0000290978,0.00009742944,0.00003759559,0.00007051049],"category_scores_gemma":[0.000008376313,0.00006421445,0.00002766976,0.0003966508,0.00002489783,0.0002716368,0.00003748286,0.0001387914,0.000011001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000829108,"about_ca_system_score_gemma":0.00001581269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008318273,"about_ca_topic_score_gemma":0.000006036998,"domain_scores_codex":[0.9994352,0.000001504821,0.0002019265,0.0000974907,0.0001231007,0.0001407989],"domain_scores_gemma":[0.9997488,0.000006209303,0.0000869189,0.00004025041,0.0001046113,0.00001317725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000271993,0.00003117618,0.3986959,0.0005723816,0.00007587721,4.413307e-8,0.002664919,0.001277901,0.03987751,0.3730188,0.0008211618,0.1829371],"study_design_scores_gemma":[0.003570857,0.0002130809,0.158885,0.00202213,0.0001518433,0.00007733144,0.2767727,0.0337812,0.3458498,0.07675028,0.1005065,0.001419418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8958355,0.00004693025,0.00003304461,0.00004047122,0.0004792469,0.0002809669,0.00000105204,0.00004880407,0.103234],"genre_scores_gemma":[0.9978874,0.00003210803,0.001477698,0.000009437124,0.0000316224,0.00003050694,0.000002087743,0.00001020531,0.0005189662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3059722,"threshold_uncertainty_score":0.2618589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002906947152623135,"score_gpt":0.194951411457671,"score_spread":0.1920444643050479,"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."}}