{"id":"W4401050742","doi":"10.1061/jcemd4.coeng-15064","title":"Understanding Social Interaction and Physiological Patterns in Nonlean and Last Planner System–Based Project Teams: A Comparative Study Using Immersive Virtual Reality","year":2024,"lang":"en","type":"article","venue":"Journal of Construction Engineering and Management","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Virtual reality; Human–computer interaction; Planner; Computer science; Artificial intelligence","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":[0.001491531,0.0003787735,0.0003964589,0.0009129016,0.0006451525,0.001135823,0.0003953863,0.0005496127,0.001295366],"category_scores_gemma":[0.003620842,0.0003016045,0.0004777673,0.0003439185,0.0007324636,0.000768502,0.001290941,0.0004826024,0.0001845257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002887105,"about_ca_system_score_gemma":0.0004101557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001501606,"about_ca_topic_score_gemma":0.002705881,"domain_scores_codex":[0.9987112,0.0006505394,0.00007294083,0.0002077562,0.0001640247,0.0001934774],"domain_scores_gemma":[0.9975414,0.001071984,0.0004832425,0.00009574185,0.0003321343,0.0004755065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001854472,0.004485992,0.4262178,0.0008760449,0.0003468017,0.003659853,0.4083412,0.0009728324,0.05714633,0.0003939289,0.0006205504,0.09508421],"study_design_scores_gemma":[0.0000707997,0.004815194,0.8084177,0.0001055049,0.000116888,0.001129436,0.1771996,0.001810141,0.003045774,0.0002651589,0.002915202,0.0001086057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992095,0.00003404262,0.0004817245,0.00001281239,0.000001964214,0.00001670076,0.00001403444,0.000002160809,0.0002270148],"genre_scores_gemma":[0.9985261,0.0000902222,0.0009374032,0.00002448104,0.000005568167,0.00007220316,0.00004362623,0.00000353117,0.0002967135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001501606,"threshold_uncertainty_score":0.007888079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047428758003844,"score_gpt":0.3502006000602954,"score_spread":0.245457724259911,"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."}}