{"id":"W2002747675","doi":"10.1177/1075547004267491","title":"New Evidence on Instrumental, Conceptual, and Symbolic Utilization of University Research in Government Agencies","year":2004,"lang":"en","type":"article","venue":"Science Communication","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":465,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Government (linguistics); The Symbolic; Conceptual framework; Sociology; Public relations; Political science; Psychology; Social science; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.01118702,0.00005540158,0.00009867051,0.0003361324,0.0003686054,0.0001023855,0.001229603,0.00002823711,0.00008949516],"category_scores_gemma":[0.001457223,0.00004779472,0.0000132821,0.002580762,0.001183931,0.001281356,0.0004153363,0.0001383764,0.00003162616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006810701,"about_ca_system_score_gemma":0.0009360348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003972214,"about_ca_topic_score_gemma":0.0003952194,"domain_scores_codex":[0.9961839,0.0004255126,0.0002861025,0.0002664355,0.002679866,0.0001581627],"domain_scores_gemma":[0.9978806,0.0007920936,0.0001523084,0.0007859009,0.0003113687,0.00007771138],"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":[0.0002074038,0.0002477929,0.1384046,0.00001268469,0.000004219347,0.00000103963,0.03409092,0.004315949,0.02990657,0.5459726,0.0004852541,0.246351],"study_design_scores_gemma":[0.001107127,0.00050294,0.844837,0.000521945,0.000003837556,0.000002128731,0.08191963,0.004190298,0.03499659,0.02920696,0.002532356,0.0001792106],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892183,0.0002300102,0.0004445141,0.002483821,0.00004201645,0.0002146893,0.000001698296,0.000006382967,0.007358568],"genre_scores_gemma":[0.9967055,0.001373178,0.001680658,0.00006049419,0.000003678643,0.000001551055,7.606683e-7,0.000001612592,0.0001725269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7064324,"threshold_uncertainty_score":0.4362243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6781789006118617,"score_gpt":0.5680393100705534,"score_spread":0.1101395905413083,"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."}}