{"id":"W4417461112","doi":"10.1080/10130950.2025.2597216","title":"Gender Transformation, Homelessness and Economic Precarity in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"Agenda","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precarity; Work (physics); Intersectionality; Government (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0002159638,0.00008894156,0.000280351,0.00005699398,0.0002957799,0.000009094158,0.00008095711,0.0001100389,0.0005617772],"category_scores_gemma":[0.000008167824,0.00008844712,0.00001613282,0.00007228526,0.00002005894,0.0001087583,0.00003093082,0.0003052154,0.00000971702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008454368,"about_ca_system_score_gemma":0.002847902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9970446,"about_ca_topic_score_gemma":0.9999814,"domain_scores_codex":[0.9991021,0.0001232656,0.0003067691,0.0001466673,0.00005998307,0.0002612788],"domain_scores_gemma":[0.999673,0.0001021526,0.00004226444,0.0001084196,0.00002773602,0.00004643647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001429464,0.00001181046,0.9007777,0.0001893727,0.00002119672,0.000004188229,0.0810746,0.0000146376,0.000003569033,0.014221,0.0005156336,0.003151971],"study_design_scores_gemma":[0.000515205,0.000002839034,0.9153488,0.00004121619,0.000008094177,2.338084e-8,0.04306087,0.0000367333,0.00002007461,0.001381677,0.03948739,0.00009706728],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580585,0.0001943048,0.00004432368,0.0002512936,0.0006341939,0.0003026002,0.00001891525,0.0000173942,0.04047844],"genre_scores_gemma":[0.9984239,0.00005582622,0.00001173898,0.0002185805,0.0000272251,0.00006536512,0.00001916322,0.000005995788,0.00117221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04036536,"threshold_uncertainty_score":0.6151066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04222227190615984,"score_gpt":0.3494228427268735,"score_spread":0.3072005708207137,"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."}}