{"id":"W4361003169","doi":"10.1080/02722011.2023.2170155","title":"Mapping Homelessness Research in Canada","year":2023,"lang":"en","type":"article","venue":"The American Review of Canadian Studies","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Toronto","funders":"Mitacs; University of Toronto","keywords":"Sociology; Politics; Qualitative research; Perspective (graphical); Social research; Criminology; Political science; Social science; Law","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003169201,0.0001105255,0.001059494,0.000601655,0.0006723206,0.000002154628,0.0003890872,0.00001668969,0.00003846922],"category_scores_gemma":[0.0005648447,0.00007500961,0.00004251517,0.007386675,0.0003951423,0.00002525933,0.0001406778,0.0004594615,0.00008194835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112531,"about_ca_system_score_gemma":0.005369619,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9994799,"about_ca_topic_score_gemma":0.9999709,"domain_scores_codex":[0.9966514,0.001389981,0.0005281058,0.0001686217,0.0004168956,0.0008450498],"domain_scores_gemma":[0.9972787,0.001595735,0.0002138332,0.0003451432,0.0004131616,0.0001534415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001333207,0.00001100838,0.4185849,0.03421827,0.0003272219,0.0002327352,0.138551,0.000005064816,0.000008140871,0.005717777,0.07454612,0.3277844],"study_design_scores_gemma":[0.00006121348,0.0000100048,0.2000591,0.008767672,0.000006228054,4.900707e-8,0.6741706,0.000001974457,8.519175e-7,0.0003953142,0.1164304,0.0000966211],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8423743,0.1366215,7.616432e-8,0.01455385,0.0002443001,0.0007285337,0.00003964622,0.00001558036,0.005422152],"genre_scores_gemma":[0.6738062,0.3249325,0.000003025342,0.0008544322,0.00006713898,0.0002065919,0.000003061522,0.00001159687,0.0001154013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5356196,"threshold_uncertainty_score":0.9525474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2807284956975126,"score_gpt":0.5148420818692729,"score_spread":0.2341135861717603,"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."}}