{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000383372,0.0003613415,0.000761213,0.0006248281,0.001037932,0.00005087019,0.001350655,0.0003573135,0.0009188654],"category_scores_gemma":[0.00009954362,0.0003917487,0.0002223821,0.0008223631,0.001212479,0.0004065725,0.001080958,0.0002657642,0.0000172758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005657594,"about_ca_system_score_gemma":0.00174642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01834067,"about_ca_topic_score_gemma":0.04073194,"domain_scores_codex":[0.9976405,0.0004521726,0.0002436449,0.0005509833,0.000645331,0.0004673814],"domain_scores_gemma":[0.9978845,0.000432039,0.0004723799,0.000630902,0.0003571998,0.0002230069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004516299,0.0004208189,0.005046092,0.0004310654,0.0006610437,0.002910333,0.01921524,0.00006356376,0.00002449588,0.006323753,0.958869,0.001518254],"study_design_scores_gemma":[0.001156511,0.0001617275,0.002045929,0.0005884027,0.0001239391,0.000004778683,0.08359003,0.00001549026,0.00001118344,0.0001848077,0.911692,0.0004251488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01964617,0.0006628066,0.0001583516,0.001985695,0.0002466109,0.0009938934,0.002376005,0.00007913008,0.9738513],"genre_scores_gemma":[0.05681849,0.001264963,0.0001031446,0.00006668844,0.00006439361,4.547584e-7,0.0000685336,0.00004590385,0.9415674],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06437478,"threshold_uncertainty_score":0.9999945,"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."}}