{"id":"W4363651954","doi":"10.1007/s41469-023-00141-1","title":"Hyperloop transportation technologies: practices for open organizing across VUCA contexts","year":2023,"lang":"en","type":"article","venue":"Journal of Organization Design","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Open innovation; Knowledge management; Task (project management); Flexibility (engineering); CLARITY; Work (physics); Public relations; Business; Engineering; Political science; Computer science; 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":[0.001660525,0.000121971,0.0002303786,0.0002502441,0.0003649646,0.0007987501,0.001847515,0.0001103391,0.00001736433],"category_scores_gemma":[0.005278298,0.0001126213,0.00003332891,0.004548413,0.00003287669,0.003021831,0.0001106724,0.0001619071,0.00004514362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007776331,"about_ca_system_score_gemma":0.0003648782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004853088,"about_ca_topic_score_gemma":0.000003255144,"domain_scores_codex":[0.9985434,0.00006961832,0.0006311691,0.0002183843,0.0003119178,0.0002255178],"domain_scores_gemma":[0.9952132,0.0005569174,0.001605518,0.000297237,0.002284535,0.00004255991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002757891,0.001078423,0.06284479,0.0003033062,0.000905033,0.0003544124,0.06979077,0.01720554,0.2483705,0.09747165,0.2398185,0.2615813],"study_design_scores_gemma":[0.01231687,0.003185244,0.0805978,0.000714538,0.0003224773,0.0009283326,0.02760467,0.01575484,0.6943772,0.04610423,0.1155875,0.002506275],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02099951,0.00003324999,0.9707201,0.00694439,0.0003897164,0.0005217206,0.000008902266,0.0003691568,0.00001325124],"genre_scores_gemma":[0.7333069,0.0000436502,0.2659231,0.0002445368,0.0000740902,0.00001109289,0.00001692319,0.00004204031,0.0003377441],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7123073,"threshold_uncertainty_score":0.7702366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09055346315891723,"score_gpt":0.3654993329738385,"score_spread":0.2749458698149213,"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."}}