{"id":"W1920673318","doi":"10.14288/acme.v4i1.732","title":"Concentrated Poverty and Housing Need in Vancouver","year":2015,"lang":"en","type":"article","venue":"Open Collections","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Census; Socioeconomic status; Poverty; Geography; American Community Survey; Immigration; Survey data collection; Population; Data collection; Regional science; Economic growth; Data science; Sociology; Computer science; Demography; Economics; Social science; Statistics","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":[0.0004001946,0.0001529602,0.0003498571,0.002042314,0.004163262,0.002244513,0.0007336361,0.0003643,0.003112699],"category_scores_gemma":[0.002714043,0.0002273018,0.0001475619,0.003558948,0.001395344,0.0003813966,0.002322926,0.0005310893,0.0002049891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0140834,"about_ca_system_score_gemma":0.0100735,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9656325,"about_ca_topic_score_gemma":0.9894951,"domain_scores_codex":[0.9993929,0.0001028612,0.00002998784,0.00004698626,0.000171305,0.0002559092],"domain_scores_gemma":[0.9985741,0.0001453334,0.0001851418,0.00004147,0.0005088132,0.0005452266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007525276,0.00009230014,0.9562486,0.00006996076,0.00004063765,0.000483223,0.01330995,0.0003102213,0.0001949127,0.001114513,0.002823475,0.02523696],"study_design_scores_gemma":[0.000005994575,0.00002498154,0.9678106,0.0000889022,0.000009201658,0.0001602408,0.02939464,0.0002280961,0.0000372669,0.0002868632,0.001940054,0.0000130417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956554,0.0002494001,0.00001322073,0.0002771742,0.000004185565,0.000008463012,0.0002197299,0.000001796536,0.00357057],"genre_scores_gemma":[0.9986497,0.000214682,0.00002542311,0.00003705374,0.00000220942,0.00000581825,0.0001277649,0.000001767556,0.0009356212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0343675,"threshold_uncertainty_score":0.1021827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08362887636794859,"score_gpt":0.4064632528789642,"score_spread":0.3228343765110156,"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."}}