{"id":"W4307299098","doi":"10.1007/s12187-022-09968-8","title":"Developing an index of adolescent deprivation for use in British Columbia, Canada","year":2022,"lang":"en","type":"article","venue":"Child Indicators Research","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Native Health Society; University of British Columbia","funders":"","keywords":"Index (typography); Poverty; Focus group; Benchmarking; Geography; Psychology; Population; Rural area; Adolescent health; Socioeconomics; Gerontology; Environmental health; Sociology; Medicine; Economic growth; Business; Nursing","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002397464,0.00005449509,0.0001926096,0.0003890208,0.003320195,0.00002741516,0.0003650046,0.0001054437,0.0004468363],"category_scores_gemma":[0.0007309498,0.0000978671,0.00002340091,0.001238307,0.00007319637,0.0001481321,0.0003484662,0.001471275,0.000001780032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001824309,"about_ca_system_score_gemma":0.00523361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9534033,"about_ca_topic_score_gemma":0.9971735,"domain_scores_codex":[0.9966372,0.00100593,0.0005950104,0.000297231,0.0008022151,0.0006624357],"domain_scores_gemma":[0.9986814,0.0004794161,0.0001699745,0.0002707883,0.0002274915,0.0001709652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003097097,0.0001172607,0.9840314,0.0003157026,0.000005784429,0.000003824458,0.001220704,0.00003503581,9.246206e-7,0.001297154,0.01099404,0.001947143],"study_design_scores_gemma":[0.00072164,0.00006931226,0.9388414,0.000194825,0.000001460962,9.887922e-7,0.005855735,0.0002732486,0.000002716464,0.0005681787,0.05337616,0.00009432829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958928,0.00006848423,0.00006584098,0.001174658,0.0002782233,0.00195314,0.0003696533,0.00001680856,0.000180455],"genre_scores_gemma":[0.9977722,0.0000318944,0.0002768798,0.0007566843,0.00007792062,0.000647882,0.0002603011,0.00002031419,0.0001559817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04519005,"threshold_uncertainty_score":0.9979774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2726500405767676,"score_gpt":0.4794493217533936,"score_spread":0.2067992811766259,"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."}}