{"id":"W4242827588","doi":"10.2139/ssrn.2201299","title":"Organizational Antecedents and Operational Outcomes of Cross-Functional Bilateral Information Exchange: An Analysis of Chinese Manufacturers","year":2013,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Business; Process management; Information exchange; Knowledge management; Operations management; Industrial organization; Computer science; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004428943,0.0001393198,0.0002348431,0.0008029984,0.0001676007,0.000362594,0.0001521672,0.00005358393,0.001304375],"category_scores_gemma":[0.0001416626,0.0001096027,0.0000753585,0.000869161,0.00006336607,0.004607623,0.00006401273,0.0002236511,0.00001770504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000118632,"about_ca_system_score_gemma":0.0002119366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002888973,"about_ca_topic_score_gemma":0.0004635696,"domain_scores_codex":[0.998562,0.00001504576,0.000500815,0.0001138756,0.0004334346,0.0003748627],"domain_scores_gemma":[0.9983799,0.00002720671,0.000460358,0.0001038704,0.001011759,0.00001688119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003032348,0.00005096855,0.9786319,0.00001600644,0.0004398746,7.911876e-8,0.00009843457,0.003535073,0.0002033299,0.01649835,0.00003697811,0.0004586538],"study_design_scores_gemma":[0.0006384747,0.00002371122,0.9687153,0.000003988297,0.0001301399,0.000006619443,0.0003410852,0.009429588,0.0000236074,0.02048685,0.00008351193,0.0001171278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900817,0.00004749392,0.008950967,0.0003391556,0.0001929512,0.0001345924,0.00001264201,0.00001674631,0.0002237864],"genre_scores_gemma":[0.9989433,0.00004577837,0.00006030134,0.0003173548,0.0001849568,0.000006687535,0.0002692181,0.000009463026,0.0001629131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009916638,"threshold_uncertainty_score":0.9996086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004733767571963667,"score_gpt":0.2364402641493514,"score_spread":0.2317064965773877,"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."}}