{"id":"W7000122707","doi":"","title":"Effect of collaboration network structure on knowledge and 
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\\nCanada","year":2011,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Economic and Technological Innovation","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Network structure; Organizational structure; Sociology of scientific knowledge; Yield (engineering); Competitive advantage; Knowledge sharing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001225628,0.0002197508,0.0006095111,0.001697127,0.0002364318,0.00002714812,0.000364531,0.0006521172,0.00002472672],"category_scores_gemma":[0.0002281878,0.0002139876,0.00005711589,0.002858133,0.0003751568,0.0001806588,0.00009862072,0.0009367747,0.00000350754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003529688,"about_ca_system_score_gemma":0.0001904286,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02682398,"about_ca_topic_score_gemma":0.1468573,"domain_scores_codex":[0.9982138,0.0002132676,0.0005753316,0.0006126481,0.00005398305,0.0003309272],"domain_scores_gemma":[0.9982231,0.0002718576,0.000774788,0.0005344479,0.0001600926,0.00003573995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009573394,0.0001203671,0.1126961,0.0005232184,0.0001761361,0.0002350427,0.0004244898,0.00005145204,0.001583926,0.8756657,0.0003409188,0.007225335],"study_design_scores_gemma":[0.003972014,0.008487628,0.4008834,0.0006488942,0.0001151483,0.0001609213,0.003658264,0.001264364,0.4139348,0.152579,0.01278541,0.001510173],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711341,0.000500645,0.000008520701,0.0002190322,0.000495998,0.000804106,0.00005254164,0.00002648033,0.02675863],"genre_scores_gemma":[0.9975485,0.0001284462,0.000006579019,0.000002006019,0.00008816532,0.000007249387,0.00006132358,0.00002153348,0.002136198],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7230867,"threshold_uncertainty_score":0.9796565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02160444125531586,"score_gpt":0.2520569420467456,"score_spread":0.2304525007914298,"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."}}