{"id":"W1752227541","doi":"","title":"Trend analysis of science and technology R&D networks","year":2010,"lang":"en","type":"article","venue":"","topic":"Innovation Policy and R&D","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ignorance; China; Order (exchange); Political science; Sociology of scientific knowledge; Scale (ratio); Regional science; Economic growth; Business; Social science; Sociology; Geography; Economics; Law","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":[0.0004311751,0.00003313148,0.0001458921,0.001623128,0.00006735636,0.00001331496,0.0001125355,0.00006132669,0.0002467184],"category_scores_gemma":[0.00008858724,0.00003238523,0.00001654643,0.004719032,0.0005657444,0.00007841315,0.00003686208,0.00007793096,0.000004948773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005058579,"about_ca_system_score_gemma":0.000007816078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007378629,"about_ca_topic_score_gemma":0.0001425767,"domain_scores_codex":[0.9995267,5.402209e-7,0.0002133962,0.0001388606,0.00001444272,0.0001060882],"domain_scores_gemma":[0.9996655,0.00001020351,0.0001066064,0.0001633051,0.00003631023,0.0000180601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[3.948262e-7,0.000007771318,0.0500242,6.080379e-7,0.00002860082,4.905593e-8,0.00002489083,0.00001895657,0.000256805,0.9482672,0.0001093647,0.001261161],"study_design_scores_gemma":[0.0005023575,0.00007245893,0.5531396,0.000002137723,0.00007284632,0.000004245398,0.000153295,0.2473526,0.003396872,0.1143333,0.08056508,0.0004052825],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9100717,0.00006823307,0.00170523,0.001080782,0.0001648397,0.00002699979,0.00001741533,0.00001859628,0.08684619],"genre_scores_gemma":[0.9986792,0.00001189145,0.0006244267,0.0001567931,0.00001436219,0.000001408855,0.00000174589,0.000001798085,0.0005083239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8339339,"threshold_uncertainty_score":0.2701393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01590810736440169,"score_gpt":0.2302276500315654,"score_spread":0.2143195426671637,"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."}}