{"id":"W4294243386","doi":"10.23889/ijpds.v7i3.1839","title":"An investigation of kindergarten educator reported barriers and concerns and school neighbourhood composition in Ontario, Canada.","year":2022,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Neighbourhood (mathematics); Poisson regression; Psychology; Coronavirus disease 2019 (COVID-19); Census; Socioeconomic status; Medical education; Medicine; Environmental health; Population","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":[0.001876753,0.0003661076,0.0005124972,0.001728183,0.007876252,0.002175849,0.001722749,0.0004790602,0.003252313],"category_scores_gemma":[0.004981296,0.000686213,0.0006546142,0.004134262,0.001464422,0.0009461513,0.002361725,0.0008920668,0.0002812559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0554049,"about_ca_system_score_gemma":0.08165815,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9960628,"about_ca_topic_score_gemma":0.9987053,"domain_scores_codex":[0.9977779,0.0001763533,0.0001509635,0.0002810318,0.0008543553,0.0007593578],"domain_scores_gemma":[0.9918025,0.000504179,0.002019998,0.0002258069,0.003537834,0.001909605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004324143,0.00007727933,0.9607202,0.0001357137,0.00002097666,0.0001866659,0.02856989,0.00003930668,0.0001460298,0.0001755405,0.002165619,0.007719569],"study_design_scores_gemma":[0.000005161838,0.00002775468,0.9589444,0.0001002368,0.00001240377,0.00003382158,0.03793424,0.00008318797,0.0000444869,0.00002800028,0.002770885,0.00001543131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905452,0.0007313055,0.0001678004,0.0007551399,0.00002256496,0.0001922611,0.002477565,0.00001143531,0.00509673],"genre_scores_gemma":[0.9954217,0.0005930053,0.0003306277,0.0002376399,0.000006311695,0.0001421689,0.001005649,0.000008283491,0.002254613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0554049,"threshold_uncertainty_score":0.4019926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0909843201231829,"score_gpt":0.4308891701008607,"score_spread":0.3399048499776778,"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."}}