{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005970658,0.00008260494,0.0002306128,0.00007233558,0.001021175,0.0000618057,0.0001504434,0.000118535,0.0001083882],"category_scores_gemma":[0.0001241769,0.00006626374,0.00002789617,0.0008718125,0.0003827917,0.0002306216,0.00008083844,0.0002061722,0.00005158651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001643792,"about_ca_system_score_gemma":0.0004742606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009520175,"about_ca_topic_score_gemma":0.01397007,"domain_scores_codex":[0.9987346,0.0001857636,0.0001935567,0.0002444329,0.0002312381,0.000410409],"domain_scores_gemma":[0.9996567,0.000194676,0.00004021116,0.00003836025,0.00002335837,0.00004672835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000006227168,0.00002204239,0.06656693,0.0001689263,0.000004805213,0.0000164486,0.4794724,4.950114e-7,0.0001445188,0.330573,0.0001364135,0.1228878],"study_design_scores_gemma":[0.0003947264,0.00005115981,0.5315636,0.0005446147,0.000006236544,1.158607e-7,0.4180868,0.0004362495,0.00003722823,0.0301849,0.01832198,0.0003723005],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686705,0.004155231,0.000009880458,0.002716147,0.0005048187,0.0001595192,0.000007426217,0.00007455736,0.02370196],"genre_scores_gemma":[0.9975669,0.0006601144,0.00001543976,0.0001329809,0.0008978299,0.00005693508,5.361139e-7,0.000007469219,0.000661729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4649967,"threshold_uncertainty_score":0.9970755,"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."}}