{"id":"W4386195813","doi":"10.1002/sys.21716","title":"Team and communication impacts of remote work for complex aerospace system development","year":2023,"lang":"en","type":"article","venue":"Systems Engineering","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Aerospace; Context (archaeology); Work (physics); Bridge (graph theory); Computer science; Knowledge management; Systems engineering; Engineering; Engineering management","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":[0.01357739,0.0006288328,0.0003441643,0.001491847,0.006563385,0.005502848,0.001467663,0.001916859,0.01517535],"category_scores_gemma":[0.06438711,0.0003726766,0.0005560361,0.0005633968,0.00393315,0.003906786,0.009223351,0.002370198,0.001024333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003363702,"about_ca_system_score_gemma":0.002728681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002208525,"about_ca_topic_score_gemma":0.002087647,"domain_scores_codex":[0.9671507,0.02485489,0.0009163214,0.001547812,0.003332504,0.002197665],"domain_scores_gemma":[0.8593433,0.1061293,0.01356961,0.004954008,0.005994298,0.01000943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001155662,0.003480439,0.198583,0.001575182,0.0002656039,0.007103621,0.4472448,0.01021279,0.009274606,0.02108491,0.008087071,0.2919323],"study_design_scores_gemma":[0.0003582018,0.00389077,0.1911887,0.001421334,0.0002328203,0.002202551,0.6993636,0.01522851,0.003712503,0.0187068,0.06345607,0.0002382302],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536722,0.0002816484,0.005049512,0.00304649,0.0001163404,0.00008713844,0.00002312764,0.00008487475,0.03763856],"genre_scores_gemma":[0.9978855,0.00006899636,0.001009996,0.0001389624,0.00003624414,0.00004241441,0.000006907257,0.00001846814,0.0007924581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01517535,"threshold_uncertainty_score":0.07180494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02841680541046435,"score_gpt":0.2802204037628369,"score_spread":0.2518035983523725,"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."}}