{"id":"W4400317575","doi":"10.1088/1755-1315/1363/1/012015","title":"Method and Evaluation of Habitability in Emergency Temporary Housing in Lower-income Countries: Five Case Studies in Peru","year":2024,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Habitability; Business; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003224091,0.000106782,0.0001772869,0.0001729406,0.0001894233,0.00004901382,0.0000898977,0.00004875504,0.0001219737],"category_scores_gemma":[0.0001135262,0.00009406803,0.0000126145,0.0003997112,0.00184917,0.0009646886,0.0001130537,0.0001052054,0.000001460274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001512954,"about_ca_system_score_gemma":0.0002447037,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002162545,"about_ca_topic_score_gemma":0.02961782,"domain_scores_codex":[0.9984189,0.0002161367,0.0002795632,0.000366314,0.0004663064,0.0002527831],"domain_scores_gemma":[0.9996984,0.00009290353,0.00004189313,0.00007490582,0.00002121851,0.00007067111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007465157,0.00009930848,0.6928171,0.0003405325,0.00001419547,0.0003859054,0.2265021,0.0001177099,0.003292057,0.003754583,0.000004604036,0.07259724],"study_design_scores_gemma":[0.0003739977,0.0001341007,0.8488565,0.0003718747,0.00001132912,0.00003543965,0.1418811,0.002017453,0.001017168,0.004719222,0.0002744511,0.0003073017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934165,0.004812904,0.000002606225,0.000558747,0.000178768,0.0002704661,0.000009410852,0.000008805524,0.0007418258],"genre_scores_gemma":[0.9907247,0.0089122,0.0002397819,0.000006799454,0.00001008992,0.00001340965,6.924919e-7,0.000002718721,0.00008958133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1560395,"threshold_uncertainty_score":0.9880891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06198531043445764,"score_gpt":0.3451797004379505,"score_spread":0.2831943900034928,"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."}}