{"id":"W4308125662","doi":"10.3389/frsc.2022.975130","title":"Contested densification: Sustainability, place and expectations at the urban fringe","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainable Cities","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Fonds de recherche du Québec","keywords":"Sustainability; Metropolitan area; Scholarship; Situated; Corporate governance; Political science; Citizen journalism; Context (archaeology); Urbanism; Sociology; Public administration; Geography; Architecture; Economics; Management","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.003642965,0.0002026282,0.0002005527,0.0004929458,0.006934467,0.006201127,0.0007688712,0.001234269,0.0017174],"category_scores_gemma":[0.003608501,0.0002001579,0.0001632494,0.0005270274,0.02971162,0.004722283,0.005487473,0.001639331,0.0001192361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005377146,"about_ca_system_score_gemma":0.002753433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02993132,"about_ca_topic_score_gemma":0.04895645,"domain_scores_codex":[0.997631,0.001396765,0.00005117606,0.0002246627,0.0003758182,0.0003206751],"domain_scores_gemma":[0.9982772,0.0008466912,0.0002331455,0.00014668,0.0001881803,0.0003081785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003946364,0.00002150132,0.008192568,0.00003584318,0.000006150669,0.0004152563,0.7599705,0.0005676176,0.0008519024,0.2219261,0.0006423892,0.007330707],"study_design_scores_gemma":[0.000005146066,0.00003476741,0.008731134,0.0000959613,0.000006897186,0.0001581671,0.8999202,0.0009638101,0.0006594711,0.05280321,0.03658706,0.00003413442],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8955033,0.0004387675,0.008248786,0.007147405,0.00003837967,0.00002030583,0.00003270428,0.00002147036,0.08854869],"genre_scores_gemma":[0.9988657,0.0000427151,0.0001835244,0.00004829816,0.000002193349,0.000004300328,0.00000443604,0.000003426343,0.0008454317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02993132,"threshold_uncertainty_score":0.05951416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01000098035778504,"score_gpt":0.2457878732748326,"score_spread":0.2357868929170475,"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."}}