{"id":"W4236302501","doi":"10.32920/ryerson.14644380.v1","title":"Alt Housing: Between the Grain","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architecture; Adaptability; Misrepresentation; Architectural engineering; Neglect; Ideology; Sociology; Accommodation; Public housing; Civil engineering; Political science; Engineering; Geography; Psychology; Economics; Politics; Management; Law","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":[0.00007674281,0.0001337795,0.0001366456,0.00003106673,0.00004080505,0.00006750691,0.0002024395,0.00009497468,0.00008761324],"category_scores_gemma":[0.000006715936,0.00009313867,0.00008848305,0.0000583781,0.00001514972,0.00001043799,0.0001760297,0.0004079931,0.0000161849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000020088,"about_ca_system_score_gemma":0.00003529715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000179645,"about_ca_topic_score_gemma":0.0000111449,"domain_scores_codex":[0.9994645,0.00003017235,0.0001232816,0.0001351962,0.0001324133,0.0001144705],"domain_scores_gemma":[0.9996068,0.0001016397,0.00001369362,0.0002275888,0.00002108229,0.00002917154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[5.032293e-7,0.000003405731,0.0002241417,0.00007879623,0.0001922036,0.00001028123,0.0004893795,0.9383827,0.00003217707,0.0005435481,0.01024679,0.04979605],"study_design_scores_gemma":[0.0004989544,0.00005024953,0.06440128,0.0004961403,0.0004458069,0.00003129316,0.0004532466,0.5762601,0.006378442,0.2586512,0.08959918,0.002734121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02548526,0.0006511927,0.940576,0.0005804749,0.000472371,0.0001488401,0.000007168842,0.0004058102,0.03167287],"genre_scores_gemma":[0.9927531,0.00001859531,0.00628449,0.0001700193,0.0004287019,0.00001479621,0.0000702354,0.00002967679,0.0002303422],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9672679,"threshold_uncertainty_score":0.3798085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01962519876741351,"score_gpt":0.2260743136162327,"score_spread":0.2064491148488192,"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."}}