{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007623156,0.0002581764,0.0004254841,0.0001620238,0.0008190286,0.001264748,0.0002840095,0.000337933,0.0003741091],"category_scores_gemma":[0.0005704452,0.0002588968,0.0001169883,0.001037404,0.0003503831,0.0006437879,0.0003238209,0.0003405483,0.000001547881],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004475093,"about_ca_system_score_gemma":0.01079772,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00429603,"about_ca_topic_score_gemma":0.08654324,"domain_scores_codex":[0.998057,0.0002553732,0.000304235,0.0004998357,0.0003512297,0.0005323124],"domain_scores_gemma":[0.9955036,0.0002995549,0.0002305722,0.0002466155,0.003649611,0.00007003696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000084716,0.0002341159,0.0005481195,0.0006248011,0.0003765939,0.00005176979,0.2424313,0.002814899,0.00007734978,0.6987066,0.04814643,0.005903336],"study_design_scores_gemma":[0.0002178744,0.00003677002,0.00003812112,0.0001276721,0.00002570997,4.193987e-8,0.7543388,0.0001587162,0.000242287,0.05745549,0.1869361,0.0004224051],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07031815,0.0005546315,0.210112,0.001115161,0.003413721,0.002081165,0.00007439234,0.0004082522,0.7119225],"genre_scores_gemma":[0.9629706,0.0001161331,0.02011084,0.0004665642,0.0006835422,0.0002757913,0.00006083668,0.00004110844,0.0152746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8926525,"threshold_uncertainty_score":0.9999864,"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."}}