{"id":"W3209504255","doi":"10.11606/gtp.v16i4.178511","title":"Critical analysis of housing condition impacts on residents' well-being and social costs","year":2021,"lang":"en","type":"article","venue":"Gestão & Tecnologia de Projetos","topic":"Housing Market and Economics","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Fundação de Amparo à Pesquisa do Estado de São Paulo; International Development Research Centre","keywords":"Quality of life (healthcare); Business; Social Welfare; Welfare; Public economics; Mental health; Psychology; Political science; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005921937,0.0001539472,0.0005546201,0.0004925075,0.0001769644,0.0001333978,0.000116574,0.0002344873,0.0002114764],"category_scores_gemma":[0.0006063735,0.0001899339,0.0001518782,0.0004453101,0.0001466402,0.0001802171,0.00008879178,0.0002181046,0.00005957508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002425573,"about_ca_system_score_gemma":0.00005556682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000164128,"about_ca_topic_score_gemma":0.0001098183,"domain_scores_codex":[0.9985758,0.0000511538,0.0005233987,0.0004279794,0.00003812886,0.0003835206],"domain_scores_gemma":[0.9992044,0.0002030667,0.0002385779,0.000228723,0.00006103483,0.0000641748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001252922,0.0002639026,0.7294819,0.0001730792,0.0008420891,0.00008853027,0.001674532,0.0001132368,0.001247588,0.2574014,0.0006083171,0.007980141],"study_design_scores_gemma":[0.001153387,0.0002179725,0.933713,0.00009214105,0.0004852006,0.00002425629,0.0009060725,0.006422262,0.005594187,0.04919122,0.001450843,0.000749527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662874,0.0001754345,0.0005547979,0.001144946,0.000124475,0.00009587329,0.00005611286,0.00005495419,0.031506],"genre_scores_gemma":[0.9981323,0.000280705,0.001001308,0.0003974025,0.00006726706,0.00000890476,0.00004276427,0.00002071587,0.00004865529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2082102,"threshold_uncertainty_score":0.7745281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02108839099053228,"score_gpt":0.2647072963792445,"score_spread":0.2436189053887122,"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."}}