{"id":"W4232858445","doi":"10.1109/wsc.2015.7408168","title":"Evaluating the science-technology interaction in nanotechnology: A simulation-based study","year":2015,"lang":"en","type":"article","venue":"2015 Winter Simulation Conference (WSC)","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Nanotechnology; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001386999,0.000616605,0.0008064006,0.001128328,0.001016424,0.001614991,0.001197639,0.002126086,0.003228744],"category_scores_gemma":[0.005144641,0.000373869,0.0008728266,0.001180636,0.0007947168,0.001031302,0.0009987382,0.001235757,0.0001736198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003717182,"about_ca_system_score_gemma":0.002814437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1345441,"about_ca_topic_score_gemma":0.0990782,"domain_scores_codex":[0.999474,0.0002955855,0.00002518241,0.00005550022,0.0000576008,0.00009229906],"domain_scores_gemma":[0.9914271,0.007251245,0.0003176565,0.0001989594,0.0004706848,0.0003343224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001496814,0.0005684773,0.01316264,0.00005900212,0.00007974001,0.0001448262,0.0002114118,0.9780057,0.0003560405,0.003641353,0.0004301103,0.003190973],"study_design_scores_gemma":[0.00003603787,0.0001121799,0.001843235,0.00001255029,0.00002606078,0.00001123468,0.0002599041,0.9963994,0.0001552199,0.0006860142,0.0004477901,0.00001030975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865409,0.0001964033,0.005388007,0.0004377243,0.00002034557,0.0001170481,0.0003351696,0.00003794511,0.00692659],"genre_scores_gemma":[0.9922836,0.0001707667,0.005849093,0.000053583,0.000007483497,0.0001248387,0.000235274,0.000009424503,0.001265884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9989836,"threshold_uncertainty_score":0.2675219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1583157426362507,"score_gpt":0.3710608127141725,"score_spread":0.2127450700779218,"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."}}