{"id":"W6884851235","doi":"10.13016/vs0t-qfbe","title":"Vacant to Vibrant: Adaptive Reuse Opportunities in Prince George’s County, Maryland","year":2025,"lang":"en","type":"other","venue":"Digital Repository at the University of Maryland (University of Maryland College Park)","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Redevelopment; Reuse; Zoning; Sustainability; Urban sustainability; Adaptive reuse; Urban regeneration","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002557686,0.00007644032,0.00005356243,0.000342328,0.003865919,0.001148129,0.0004706249,0.0003584764,0.006913312],"category_scores_gemma":[0.0005169348,0.0001158155,0.00007924974,0.0005803215,0.000725436,0.0007143026,0.002234047,0.0004833287,0.0004343149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001491747,"about_ca_system_score_gemma":0.003429712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.102216,"about_ca_topic_score_gemma":0.4391595,"domain_scores_codex":[0.9997982,0.00005918028,0.000003853839,0.00002074173,0.00003928371,0.00007866132],"domain_scores_gemma":[0.9997622,0.00004198133,0.00002175586,0.00001181093,0.00004139157,0.0001207985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001498363,0.0004484591,0.132009,0.0004771001,0.00002851761,0.006056954,0.1162268,0.001097703,0.003169768,0.02567644,0.265079,0.4495805],"study_design_scores_gemma":[0.0000108171,0.000193099,0.2120626,0.0002597794,0.00001515385,0.001166279,0.2634856,0.000851887,0.0006894381,0.00236345,0.5188647,0.00003728694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9133454,0.001351195,0.0009781702,0.01195392,0.00009472159,0.00006931434,0.0002944976,0.00007988363,0.0718329],"genre_scores_gemma":[0.9480723,0.001536125,0.001850382,0.00138145,0.00003932639,0.00006610548,0.0001937456,0.00002671726,0.04683382],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.102216,"threshold_uncertainty_score":0.2032419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0133720618964157,"score_gpt":0.2059843531374307,"score_spread":0.192612291241015,"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."}}