{"id":"W2976767235","doi":"10.1108/ijshe-01-2019-0049","title":"Liverpool knowledge quarter sustainability network: case study","year":2019,"lang":"en","type":"article","venue":"International Journal of Sustainability in Higher Education","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Transformative learning; Scope (computer science); Quarter (Canadian coin); Knowledge sharing; Originality; Collaborative network; Knowledge management; Sustainable development; Work (physics); Sociology; Engineering; Political science; Computer science; Geography; Social science","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":[0.002107557,0.0001459385,0.0003629246,0.0004674816,0.00006526695,0.0001369256,0.0004801228,0.00009047653,0.000828424],"category_scores_gemma":[0.0003678379,0.0001624766,0.0001446316,0.0003672104,0.0000476042,0.0007271485,0.0001146398,0.0003895334,0.0000387968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003674687,"about_ca_system_score_gemma":0.0009606291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001675402,"about_ca_topic_score_gemma":0.0002421092,"domain_scores_codex":[0.9982165,0.0001426905,0.00107115,0.0002070587,0.0001097205,0.0002528941],"domain_scores_gemma":[0.9972835,0.000222396,0.0004324594,0.0002883239,0.001686043,0.00008732483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008011277,0.002485659,0.9568311,0.00004028467,0.00009170668,0.0001004632,0.01662455,0.0001916125,2.807787e-7,0.01821207,0.001018823,0.004323327],"study_design_scores_gemma":[0.0009286678,0.0002115952,0.8145136,0.00001906313,0.000007450007,0.0001028505,0.05094306,0.00002974556,7.874783e-7,0.1197395,0.0133169,0.0001868006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854792,0.0004062672,0.00003512026,0.005283789,0.003757017,0.000637018,0.000002670432,0.000009284887,0.004389679],"genre_scores_gemma":[0.9972112,0.00001018572,0.00006044297,0.00009725385,0.0004851266,0.00002052862,0.000004042738,0.00001187169,0.002099374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1423175,"threshold_uncertainty_score":0.9609179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03774381479401664,"score_gpt":0.3346244270318379,"score_spread":0.2968806122378213,"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."}}