{"id":"W4396617730","doi":"10.1061/jcemd4.coeng-14430","title":"Integrating the Last Planner System and Immersive Virtual Reality: Exploring the Social Mechanisms Produced by Using LPS in Projects","year":2024,"lang":"en","type":"article","venue":"Journal of Construction Engineering and Management","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Planner; Virtual reality; Human–computer interaction; Computer science; Multimedia; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005588808,0.0000758932,0.00009307579,0.0001243177,0.0001296171,0.0002471534,0.0001206487,0.00001597468,1.143924e-7],"category_scores_gemma":[0.00001310164,0.00004571332,0.00002227486,0.0002529324,0.00002390554,0.0003379882,0.00007376578,0.000154563,1.278057e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007204755,"about_ca_system_score_gemma":0.00001810156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001318485,"about_ca_topic_score_gemma":0.000001167668,"domain_scores_codex":[0.9994003,0.00003133785,0.000206407,0.0001110948,0.0001470557,0.0001038011],"domain_scores_gemma":[0.9997543,0.00004280352,0.00007197259,0.00007725451,0.00002669433,0.00002699882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006840516,0.00001047881,0.000006008343,0.0002386814,0.0001298145,0.0000199685,0.005300137,0.005542795,0.007237386,0.8493823,0.0002320677,0.1318935],"study_design_scores_gemma":[0.0006657023,0.0002144209,0.0007015003,0.001565405,0.0001333729,0.001459063,0.05272308,0.9302836,0.003894721,0.0009111995,0.007082535,0.000365376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1933954,0.0001953696,0.8041955,0.001451273,0.0005085383,0.0001812075,0.000001402543,0.00002515587,0.00004615447],"genre_scores_gemma":[0.9970665,0.00009663252,0.002721192,0.0000167696,0.00007776831,0.0000114549,1.816486e-7,0.000004818679,0.0000047081],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9247409,"threshold_uncertainty_score":0.2383306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02629907978595323,"score_gpt":0.246283912115448,"score_spread":0.2199848323294947,"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."}}