{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004171644,0.0000939997,0.0001877417,0.00009587965,0.00005342932,0.00001686337,0.0001085782,0.00006214064,0.000001171573],"category_scores_gemma":[0.00001139734,0.000093649,0.00002098491,0.0002086716,0.000009046227,0.00002802827,0.00003702322,0.00005959949,0.00001501782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005554161,"about_ca_system_score_gemma":0.00001016801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059992,"about_ca_topic_score_gemma":0.000006485134,"domain_scores_codex":[0.9993533,0.00001532732,0.0002535562,0.0001121883,0.00007054304,0.000195094],"domain_scores_gemma":[0.9994725,0.0000835512,0.00008742033,0.0002751636,0.00003523817,0.00004612669],"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":[0.0007058868,0.0002469002,0.1563971,0.05645652,0.003145688,0.00002936699,0.1711558,0.2377734,0.05229847,0.1926548,0.04612268,0.08301331],"study_design_scores_gemma":[0.001312695,0.00008530381,0.2894107,0.002370505,0.00002612158,0.00004609766,0.004125185,0.646496,0.0001430351,0.000004214352,0.05547892,0.000501261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700577,0.0009109133,0.0267146,0.00002516373,0.0006980877,0.000548908,0.0000161187,0.000267207,0.0007613587],"genre_scores_gemma":[0.9945049,0.00001204655,0.005022433,0.00000163134,0.00003809823,0.00003989122,0.00002932368,0.0000246838,0.0003269554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4087225,"threshold_uncertainty_score":0.3818895,"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."}}