{"id":"W4397004470","doi":"10.3390/socsci13050271","title":"Lived Expertise in Homelessness Policy and Governance","year":2024,"lang":"en","type":"article","venue":"Social Sciences","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Carleton University","funders":"","keywords":"Corporate governance; Inclusion (mineral); Value (mathematics); Political science; Lived experience; Process (computing); Sociology; Economics; Psychology; Management; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02282208,0.0003636019,0.0005068748,0.002394876,0.02466214,0.01088102,0.002406357,0.006552441,0.006834884],"category_scores_gemma":[0.02955007,0.0003003033,0.0004782448,0.001749585,0.06929556,0.007114837,0.01721746,0.005932587,0.0003287873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06892358,"about_ca_system_score_gemma":0.1229295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6373996,"about_ca_topic_score_gemma":0.6855992,"domain_scores_codex":[0.9790045,0.01006764,0.0004690528,0.001390832,0.002608218,0.006459694],"domain_scores_gemma":[0.9766972,0.01049737,0.001388669,0.001283258,0.003524647,0.006608858],"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":[0.00001647218,0.0000338761,0.003463044,0.0001781879,0.00001568678,0.0003654386,0.0463587,0.0007287491,0.0001766173,0.9071546,0.01134805,0.03016068],"study_design_scores_gemma":[0.0000448025,0.00007062585,0.009859657,0.002240123,0.00003807095,0.0002406925,0.09292892,0.001159682,0.0003448201,0.5736747,0.3192815,0.0001163872],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0926184,0.01069167,0.01772887,0.4855793,0.0008173607,0.0002219808,0.0001180863,0.00008891166,0.3921355],"genre_scores_gemma":[0.9765912,0.001915481,0.001642677,0.01051722,0.0001694944,0.00006222622,0.00002018233,0.00001753231,0.009063995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6373996,"threshold_uncertainty_score":0.7294717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08780361226938298,"score_gpt":0.4742546740721024,"score_spread":0.3864510618027194,"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."}}