{"id":"W4402515946","doi":"10.1111/capa.12579","title":"Lived Experience as Evidence for Research, Policy, and Advocacy on Homelessness in Canada","year":2024,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Political science; Lived experience; Public administration; Economic growth; Sociology; Psychology; Economics; Psychotherapist","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008077566,0.0001195075,0.0002164606,0.000462185,0.0007620726,0.0001447141,0.0001870204,0.0001494217,0.0001458513],"category_scores_gemma":[0.002918588,0.0001205149,0.00001847655,0.0007269679,0.00008645232,0.0003464479,0.00002327844,0.0004302938,0.00002496177],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003956052,"about_ca_system_score_gemma":0.09487432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9926246,"about_ca_topic_score_gemma":0.9999623,"domain_scores_codex":[0.997866,0.000318498,0.0003223518,0.000368531,0.000306556,0.000818116],"domain_scores_gemma":[0.9971439,0.00165334,0.0000380944,0.0001902598,0.0002755184,0.000698851],"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":[0.00008656683,0.00002368324,0.05031776,0.0007950094,0.00001534544,0.0002320913,0.06950694,5.622261e-7,0.00004117722,0.8352452,0.001726132,0.04200952],"study_design_scores_gemma":[0.0005754253,0.0004204981,0.06585355,0.001931122,0.000006853921,0.000001793433,0.5667011,0.0008898505,0.0001271357,0.007756264,0.3551818,0.0005547125],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685294,0.0004919903,0.00001389378,0.02715136,0.0003969249,0.0008894086,0.00004771864,0.00002585256,0.002453456],"genre_scores_gemma":[0.9974984,0.0001477832,0.00001117026,0.0003946342,0.0004472247,0.0007791091,0.00003703058,0.00002210464,0.000662521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.827489,"threshold_uncertainty_score":0.9998676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3171428922449008,"score_gpt":0.5319728556959347,"score_spread":0.2148299634510339,"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."}}