{"id":"W2345041345","doi":"10.14288/1.0099829","title":"Product innovation in heterogeneous R&D networks pathways to exploration and exploitation","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Technology Assessment and Management","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Product (mathematics); Business; Computer science; Mathematics","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":[0.00008750329,0.00002676752,0.00008981484,0.0001168851,0.00004184057,0.00003088869,0.00006790627,0.00004811663,0.000004648493],"category_scores_gemma":[0.000007496148,0.00009990362,0.00001026543,0.0004549682,0.0000179102,0.0003266296,0.00002260863,0.00006002362,0.000002345086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004531577,"about_ca_system_score_gemma":0.000004160641,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006076439,"about_ca_topic_score_gemma":0.0345773,"domain_scores_codex":[0.9995816,0.000008781168,0.00009021195,0.0001503106,0.00006246778,0.0001065966],"domain_scores_gemma":[0.999807,0.000004093514,0.00002753263,0.000102202,0.00004101737,0.00001815049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000003247898,0.00003180911,0.001065923,0.00001910006,0.000007737611,0.00001573027,0.0003111175,0.01448422,0.001229491,0.00003174755,0.001147549,0.9816523],"study_design_scores_gemma":[0.0004113537,0.00007887241,0.990379,0.00007083596,0.000008026965,0.000005195724,0.0005629717,0.006104969,0.00001153175,0.001857659,0.0003578619,0.0001517432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455057,0.00007840178,0.05364792,0.0001436421,0.00006383853,0.0002273231,0.000003273618,0.0001626369,0.0001672771],"genre_scores_gemma":[0.9980919,0.0001587823,0.001649272,0.00002711009,0.00001056944,0.00000129088,0.00002303358,0.000005271016,0.00003279524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9893131,"threshold_uncertainty_score":0.9830391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01399360508957421,"score_gpt":0.1800710241798691,"score_spread":0.1660774190902949,"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."}}