{"id":"W4210587281","doi":"10.32920/19067540","title":"Social infrastructure: a way to see hidden homelessness in rural and Northern Ontario towns","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Western University","funders":"","keywords":"Poverty; Sociality; Sociology; Rural area; Political science; Economic growth; Geography; Ecology","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":[0.001123656,0.0003379197,0.0002153782,0.003308779,0.009702262,0.006209867,0.00115197,0.001179859,0.004389993],"category_scores_gemma":[0.002263232,0.0002688658,0.0002398595,0.004859407,0.01233898,0.003589773,0.004664773,0.001046036,0.0001804238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04403787,"about_ca_system_score_gemma":0.02834444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9312585,"about_ca_topic_score_gemma":0.9744062,"domain_scores_codex":[0.9991314,0.0003096816,0.00003150629,0.00006675735,0.0002068636,0.0002537181],"domain_scores_gemma":[0.9986854,0.0004470918,0.0002577684,0.00006474036,0.0003024914,0.000242468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003237488,0.00001055388,0.03511554,0.0005422507,0.000017923,0.001838648,0.8879755,0.0003141528,0.0008478079,0.04374368,0.01116857,0.01839301],"study_design_scores_gemma":[0.000002717839,0.00001291889,0.04012389,0.0003818506,0.00001319564,0.0001966823,0.8632315,0.0001099872,0.0001102406,0.002761025,0.0930369,0.00001902308],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7191241,0.0183457,0.004016228,0.03292847,0.0003116207,0.0002354297,0.00149706,0.00008390479,0.2234575],"genre_scores_gemma":[0.9795765,0.005481898,0.001042049,0.0006606571,0.00002596109,0.00009680226,0.0001494275,0.00001936416,0.01294734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0687415,"threshold_uncertainty_score":0.3195187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03258564863249647,"score_gpt":0.3662934478211509,"score_spread":0.3337077991886544,"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."}}