{"id":"W4413388688","doi":"10.18260/1-2--56511","title":"Exploring Human-Human Teaming and Human-Machine Interaction in a Collaborative Virtual Learning Factory","year":2025,"lang":"en","type":"article","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Factory (object-oriented programming); Computer science; Human–machine system; Virtual actor; Human–computer interaction; Human interaction; Virtual reality; 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":[0.0001099993,0.0001543683,0.0001586675,0.0003757152,0.000158607,0.0001267807,0.00006886492,0.00006831925,0.00007036557],"category_scores_gemma":[0.00001881694,0.0001709723,0.00002029521,0.0003222532,0.00003168978,0.00144246,0.0000302244,0.0005069179,0.00000821382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001671245,"about_ca_system_score_gemma":0.000008842967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006291096,"about_ca_topic_score_gemma":0.0001954148,"domain_scores_codex":[0.9992468,0.00002589367,0.0003176189,0.0001446836,0.00009426749,0.0001707643],"domain_scores_gemma":[0.9997563,0.00007136013,0.0000249082,0.00008191097,0.00002964171,0.00003586624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005086335,0.0003213134,0.09389389,0.001146776,0.0005046476,0.00004035208,0.03973952,0.3816059,0.1570518,0.2451523,0.00121104,0.07928164],"study_design_scores_gemma":[0.01276196,0.00139394,0.2315215,0.00619041,0.0001478077,0.00002516575,0.3873382,0.04722075,0.2179674,0.0029024,0.087359,0.005171434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7725941,0.00002679576,0.00167683,0.00001259867,0.0001582639,0.00011568,0.000002418905,0.0002992399,0.2251141],"genre_scores_gemma":[0.9985145,0.00001186342,0.00003464103,0.00001150744,0.00002501144,0.0000542512,0.00001943299,0.00001943798,0.00130941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3475987,"threshold_uncertainty_score":0.6972047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04335325605548876,"score_gpt":0.2894699858713963,"score_spread":0.2461167298159076,"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."}}