{"id":"W4411333394","doi":"10.34074/thes.6857","title":"Empowering community and philanthropic funders: The case for investment in non-market housing","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Investment (military); Business; Political science; Economic growth; Economics; Law","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":[0.0007124561,0.0001327726,0.000170724,0.0000958379,0.001225832,0.00009996837,0.0001568609,0.000164285,0.00005905441],"category_scores_gemma":[0.0001069009,0.00009626346,0.00003606546,0.0001264727,0.00007657651,0.00009357295,0.00003576634,0.0002784456,5.55336e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001174933,"about_ca_system_score_gemma":0.0001854013,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01741564,"about_ca_topic_score_gemma":0.5548868,"domain_scores_codex":[0.999186,0.0002000114,0.0001727348,0.0001349642,0.0001016851,0.0002046381],"domain_scores_gemma":[0.9992105,0.0005261468,0.00006440856,0.0001196259,0.00003900547,0.00004035297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000173621,0.0003253868,0.001489527,0.002195236,0.0003137709,0.000182927,0.8417594,0.000003030792,0.00002950833,0.06188369,0.03682806,0.05481587],"study_design_scores_gemma":[0.0003874628,0.00003087027,0.006252205,0.0005476198,0.00003780945,0.000001886823,0.9695562,0.00005548964,0.00002424522,0.005018008,0.01779708,0.0002911563],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5987023,0.001292342,0.00001955064,0.003207583,0.0009443788,0.001120314,0.00000730389,0.00005010976,0.3946562],"genre_scores_gemma":[0.9749169,0.00242813,0.0001491236,0.0003274275,0.0000546348,0.00007053598,0.00004820669,0.000009753862,0.02199523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5374712,"threshold_uncertainty_score":0.9891275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06106758936160462,"score_gpt":0.3624537529755371,"score_spread":0.3013861636139325,"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."}}