{"id":"W4303449353","doi":"10.1371/journal.pone.0274672","title":"Income assistance use among young adults who were in British Columbia special education: A longitudinal cohort study","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Healthcare innovation and challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Kids Brain Health Network; Canada Research Chairs; Canadian Institutes of Health Research; Sinneave Family Foundation","keywords":"Poverty; Young adult; Gerontology; Cohort; Special education; Population; Cohort study; Medicine; Educational attainment; Demography; Environmental health; Psychology; Economic growth; Sociology; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006153302,0.0003384834,0.0005197208,0.001394383,0.002444345,0.001332698,0.000909919,0.000513285,0.0014224],"category_scores_gemma":[0.001158245,0.0005193403,0.000468466,0.003570716,0.0004025064,0.0005003049,0.0007774253,0.000822473,0.0004479655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00637976,"about_ca_system_score_gemma":0.006946897,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9510933,"about_ca_topic_score_gemma":0.9743477,"domain_scores_codex":[0.9994134,0.00005012231,0.00005837464,0.00009909899,0.0001596555,0.0002193882],"domain_scores_gemma":[0.9987658,0.00005154057,0.0002394297,0.00007323701,0.0005213406,0.0003485828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002519272,0.00003459823,0.997704,0.0000155557,0.00002912061,0.00007438059,0.0005269336,0.0000157835,0.00008912214,0.00001307333,0.0005270745,0.0009452193],"study_design_scores_gemma":[0.000003424811,0.0000165322,0.9981068,0.00002996431,0.00001635022,0.00004240849,0.001287126,0.00006402318,0.00001984939,0.000006538789,0.0004016568,0.000005191595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930686,0.0003645277,0.00007173084,0.0001152461,0.0000109314,0.00006941475,0.00531891,0.000007064816,0.0009735408],"genre_scores_gemma":[0.9947909,0.0004934295,0.0001688395,0.0001643596,0.000004715243,0.00007527579,0.00327819,0.000005390557,0.00101893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04890668,"threshold_uncertainty_score":0.09838933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05849212520037085,"score_gpt":0.3032748996619439,"score_spread":0.2447827744615731,"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."}}