{"id":"W4391746475","doi":"10.1111/capa.12552","title":"Unhoused women in Niagara: Lived expertise of homelessness in community‐engaged research","year":2024,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Social Sciences and Humanities Research Council of Canada; Brock University","keywords":"Disadvantage; Lived experience; Active listening; Community engagement; Sociology; Race (biology); Intersectionality; Gender studies; Public relations; Political science; Psychology; Law","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01224785,0.0001288815,0.0004213912,0.001253027,0.001300703,0.00007435631,0.0003206959,0.000356403,0.0004384127],"category_scores_gemma":[0.0021619,0.0001380381,0.00003053214,0.001641738,0.0001489663,0.0003251625,0.00004247974,0.004062072,0.00006117483],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002436719,"about_ca_system_score_gemma":0.008049478,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1135132,"about_ca_topic_score_gemma":0.9844197,"domain_scores_codex":[0.9880463,0.009774426,0.0006347908,0.0002217377,0.0002871481,0.001035616],"domain_scores_gemma":[0.9968992,0.0019526,0.00005915853,0.0003344563,0.0002402322,0.0005143251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005612689,0.0002118665,0.09435231,0.001064442,0.00002252709,0.0002005315,0.8558596,7.840833e-7,0.0002819765,0.0360635,0.0002845656,0.01160174],"study_design_scores_gemma":[0.0006324242,0.0001647823,0.0759021,0.0005388766,0.000001901581,2.168724e-7,0.9079506,0.0002453619,0.00007300332,0.001976572,0.01230939,0.000204754],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914663,0.0003441661,0.000006915889,0.002708128,0.000250122,0.0006439105,0.00004343487,0.00005046432,0.004486543],"genre_scores_gemma":[0.9986351,0.00006734766,0.000007875758,0.00004545231,0.0001085429,0.0005614943,0.00008540468,0.00003438472,0.0004543675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8709065,"threshold_uncertainty_score":0.9999995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2009492287930847,"score_gpt":0.4606435523128387,"score_spread":0.259694323519754,"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."}}