{"id":"W2958217010","doi":"10.24928/2019/0268","title":"Using TVD Simulation to Improve Collaboration","year":2019,"lang":"en","type":"article","venue":"Annual Conference of the International Group for Lean Construction","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Computer science; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.003729891,0.0008378174,0.0004898914,0.001116121,0.001150836,0.00296232,0.001705529,0.001595711,0.008748316],"category_scores_gemma":[0.0122453,0.0004409511,0.0006787123,0.0009007513,0.0009598731,0.002671753,0.00504071,0.001145275,0.001281713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203594,"about_ca_system_score_gemma":0.002120531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003327271,"about_ca_topic_score_gemma":0.003144091,"domain_scores_codex":[0.9960715,0.002675026,0.0001475035,0.0002735052,0.0006414664,0.0001911456],"domain_scores_gemma":[0.9913116,0.005730353,0.0003421645,0.001041271,0.0008664994,0.0007082505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001624779,0.003029431,0.01555183,0.0009158141,0.0002599309,0.0009547003,0.008347888,0.5587079,0.0222487,0.08035451,0.01291867,0.2950859],"study_design_scores_gemma":[0.0008206437,0.00144795,0.003117221,0.000426355,0.0001908931,0.0002783205,0.001761578,0.8551529,0.01802812,0.05009744,0.06852304,0.0001555247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2993091,0.0006958258,0.6044342,0.002674237,0.0003940432,0.0005313886,0.0003207608,0.004860525,0.08677989],"genre_scores_gemma":[0.8067363,0.0005148819,0.1854318,0.0002853023,0.0000347693,0.0004894219,0.0003628523,0.0002468627,0.005897763],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008748316,"threshold_uncertainty_score":0.02926606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02777694075981819,"score_gpt":0.3024911416972013,"score_spread":0.2747142009373831,"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."}}