{"id":"W3107518029","doi":"","title":"Urbanizing the academy: The University of British Columbia's planning, development and sustainability story","year":2020,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Manitoba","keywords":"Sustainability; Urban planning; Environmental planning; Geography; Engineering; Political science; Library science; Regional science; Civil engineering; Computer science; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001483812,0.0004320852,0.0004896585,0.001330792,0.06599568,0.01576969,0.002423106,0.004002106,0.01370272],"category_scores_gemma":[0.003188783,0.0005414046,0.0002622863,0.004215178,0.0131127,0.002579083,0.006504109,0.01098449,0.001418761],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09064349,"about_ca_system_score_gemma":0.1392869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9708164,"about_ca_topic_score_gemma":0.9922122,"domain_scores_codex":[0.9973019,0.0004637714,0.00004601541,0.0001245872,0.0006272523,0.001436459],"domain_scores_gemma":[0.9968785,0.0004914752,0.0000634129,0.00008387931,0.0004803675,0.002002342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001297365,0.0002951546,0.009861918,0.0003191945,0.00003051669,0.007379508,0.2154771,0.0008785632,0.001032386,0.1014395,0.554033,0.1091234],"study_design_scores_gemma":[0.000006675612,0.00001480939,0.006972563,0.000229678,0.000007225398,0.0002015382,0.2292028,0.0001157164,0.0001341752,0.002399609,0.7606712,0.0000440524],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1427097,0.01321904,0.0004727998,0.2990527,0.001868599,0.0001212115,0.0003873449,0.0001070185,0.5420616],"genre_scores_gemma":[0.5755465,0.01190693,0.0005695785,0.02856845,0.0002594071,0.00009998754,0.0002061834,0.0001305879,0.3827123],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9340043,"threshold_uncertainty_score":0.6576676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05171333111803152,"score_gpt":0.2912784724149055,"score_spread":0.239565141296874,"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."}}