{"id":"W1541737182","doi":"","title":"J. Atkinson-Grosjean, Public Science, Private Interests. Culture and Commerce in Canada's Networks of Centres of Excellence , University of Toronto Press (2006) 269 pp., ISBN 13: 978-0-8020-8005-9, ISBN 10: 0-8020-8005-7","year":2008,"lang":"en","type":"article","venue":"Research Policy","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Excellence; Sociology; Media studies; Regional science; Management; Political science; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001437563,0.0001909226,0.0004273824,0.0001372076,0.0007541653,0.00005861929,0.001314315,0.0001684814,0.0004625244],"category_scores_gemma":[0.0009237972,0.0001737121,0.00005905869,0.001331211,0.003308837,0.0005833729,0.0008123115,0.0004288083,0.000001300437],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001914207,"about_ca_system_score_gemma":0.006583089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993172,"about_ca_topic_score_gemma":0.9645939,"domain_scores_codex":[0.9959782,0.0004698731,0.0004396572,0.0004347971,0.001529776,0.001147694],"domain_scores_gemma":[0.997633,0.0002459466,0.000241457,0.0003707676,0.0009764949,0.0005323269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002538174,0.0003999731,0.1477536,0.0002054048,0.00008629477,0.00006232554,0.03890194,0.0002290796,0.000632509,0.02104513,0.7741163,0.01631364],"study_design_scores_gemma":[0.0005900193,0.0001055977,0.09713971,0.0001961015,0.000004959579,0.000003279528,0.01549931,0.0003102993,0.0004411817,0.00005980617,0.8854138,0.0002359749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.924733,0.009079188,0.00001056061,0.01656531,0.0001588286,0.001187551,0.0001506909,0.0000327109,0.04808214],"genre_scores_gemma":[0.9567863,0.01619793,0.00006862736,0.00006085469,0.0001200841,0.000002797959,0.000005867093,0.00001020826,0.02674729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1112975,"threshold_uncertainty_score":0.9994036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08303591558904425,"score_gpt":0.3303530943736884,"score_spread":0.2473171787846441,"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."}}