{"id":"W4413692764","doi":"10.1093/scipol/scaf037","title":"The realization of living labs at the post-experiment stage: the role of University in Korea","year":2025,"lang":"en","type":"article","venue":"Science and Public Policy","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation of Korea; Ministry of Education; Ministry of Environment - Saskatchewan","keywords":"Realization (probability); Stage (stratigraphy); Political science; Gerontology; Medicine; Mathematics; Biology; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0189981,0.0002945412,0.0002964411,0.000956257,0.005026172,0.009586086,0.001388236,0.001184935,0.005549269],"category_scores_gemma":[0.02540302,0.0003220516,0.0003748085,0.0008479531,0.006440219,0.005935811,0.005892261,0.002024425,0.0005404039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005153185,"about_ca_system_score_gemma":0.009828533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002931562,"about_ca_topic_score_gemma":0.004228392,"domain_scores_codex":[0.9839321,0.01071891,0.0005221231,0.0007475775,0.001238361,0.002840953],"domain_scores_gemma":[0.9608973,0.01558952,0.005748218,0.002915503,0.005565243,0.009284282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001390259,0.003467825,0.2919061,0.0009558801,0.0001139164,0.003957908,0.2775932,0.002331785,0.0169834,0.1678524,0.007331721,0.2261156],"study_design_scores_gemma":[0.0001004556,0.001671326,0.3237721,0.0006602416,0.0001038006,0.0006409099,0.548559,0.003957502,0.01116325,0.02082136,0.08822351,0.000326668],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660879,0.0001776202,0.002495929,0.003436704,0.00003134221,0.0001174877,0.00002832327,0.00006633716,0.02755836],"genre_scores_gemma":[0.9987424,0.00004085506,0.0004226169,0.00008530777,0.000002737364,0.00002479528,0.00000771946,0.00000677141,0.0006668881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9949738,"threshold_uncertainty_score":0.1004727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112385673139934,"score_gpt":0.2455274783940253,"score_spread":0.2342889110800319,"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."}}