{"id":"W4387574096","doi":"10.1080/02673037.2023.2266396","title":"Barriers to accessing social housing programs in Canada","year":2023,"lang":"en","type":"article","venue":"Housing Studies","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Michael's Hospital; Wilfrid Laurier University","funders":"","keywords":"Documentation; Notice; Citizenship; Business; Public housing; Government (linguistics); Political science; Public administration; Economic growth; Law; Politics; Economics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005105496,0.0001645577,0.0005580073,0.0001414109,0.002599693,0.00002838108,0.0001351872,0.0000798389,0.00001819663],"category_scores_gemma":[0.00039869,0.0001543354,0.00003589481,0.001146346,0.00005972285,0.00009552725,0.0002667052,0.0003056438,0.00003369171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001314112,"about_ca_system_score_gemma":0.001713732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7388495,"about_ca_topic_score_gemma":0.9944276,"domain_scores_codex":[0.9979402,0.0002505986,0.0003987161,0.0002626379,0.0003050058,0.0008428419],"domain_scores_gemma":[0.9993307,0.0001819565,0.0001034145,0.0001017951,0.0001407348,0.0001413904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001262316,0.000005071035,0.7541497,0.0002160977,0.00004297947,0.00006266183,0.211778,0.00005264378,0.00002389326,0.0001148181,0.0008542367,0.03268728],"study_design_scores_gemma":[0.000273527,0.000009484302,0.1255823,0.0004729458,0.00001341837,1.532351e-8,0.8698288,0.00003819183,0.000009185302,0.0002109807,0.003336685,0.0002244145],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953129,0.0002734354,0.000007137899,0.001824138,0.001235452,0.0004259573,0.000005241305,0.0002265445,0.0006892209],"genre_scores_gemma":[0.9986956,0.00007216437,0.00007340717,0.0004146219,0.000464671,0.0001358709,0.000003556475,0.00004211521,0.00009796184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6580509,"threshold_uncertainty_score":0.9986988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.198910654298369,"score_gpt":0.4652395116903949,"score_spread":0.2663288573920259,"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."}}