{"id":"W4240253893","doi":"10.32920/ryerson.14662878","title":"Innovative Affordable Housing Strategies for Vancouver","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Affordable housing; Prosperity; Variety (cybernetics); Face (sociological concept); Business; Economic growth; Economics; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006738607,0.0003602684,0.0001095479,0.0005706572,0.006196877,0.004748678,0.001199982,0.001343036,0.01265588],"category_scores_gemma":[0.0011368,0.0001399085,0.0001577452,0.001024385,0.001095335,0.0009255343,0.003800817,0.0009182233,0.0008904478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01403209,"about_ca_system_score_gemma":0.0241563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4792123,"about_ca_topic_score_gemma":0.8238016,"domain_scores_codex":[0.9992736,0.0001806947,0.000015167,0.00005437548,0.0002403897,0.0002358661],"domain_scores_gemma":[0.999411,0.00004006782,0.00001780116,0.00002052288,0.000191499,0.0003192285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007820778,0.0003382143,0.006415215,0.0005463192,0.00002637242,0.002353766,0.02627232,0.00280464,0.00269163,0.3236807,0.1958121,0.4389805],"study_design_scores_gemma":[0.00003685601,0.0001011466,0.006915308,0.0003465643,0.00001552995,0.0003617962,0.0367673,0.001803558,0.0008743319,0.0188297,0.9339109,0.00003695237],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2004952,0.005817934,0.01008286,0.04034016,0.0008026448,0.000818631,0.00037563,0.0002187892,0.7410482],"genre_scores_gemma":[0.6599107,0.005644305,0.02384761,0.00227649,0.00006011024,0.0004322109,0.0004863081,0.0000763228,0.307266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5207877,"threshold_uncertainty_score":0.9528459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04910259341394924,"score_gpt":0.3615130694948867,"score_spread":0.3124104760809375,"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."}}