{"id":"W7067597337","doi":"","title":"Navigating Equity in Early Learning: Identifying Challenges and Barriers to Early Learning and Childcare for Black Children and Families","year":2024,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Equity (law); Health equity; Life chances; Race (biology); Face (sociological concept); Racism; Health care; Focus group","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0009736264,0.000365629,0.0004999247,0.0008095079,0.000665735,0.001752095,0.0006417798,0.0002193542,0.00002430427],"category_scores_gemma":[0.001057036,0.0003813649,0.00009748544,0.0008326028,0.000148487,0.001444696,0.001366407,0.0008600721,0.00001809248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004610889,"about_ca_system_score_gemma":0.00009040297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001892407,"about_ca_topic_score_gemma":0.0004218962,"domain_scores_codex":[0.9965578,0.0002625325,0.0003410557,0.001665455,0.0007186186,0.0004545363],"domain_scores_gemma":[0.9982668,0.0006362436,0.0002570109,0.0003540707,0.00008445631,0.0004014344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005382823,0.00004863706,0.3410071,0.001211776,0.000334969,0.0001557251,0.2762277,0.0006740185,0.00001629119,0.00475071,0.01955055,0.3554842],"study_design_scores_gemma":[0.0007724588,0.0003442586,0.7151683,0.001820338,0.0001329679,8.641924e-7,0.2553189,0.0004022166,0.000057324,0.002240813,0.02282071,0.0009209291],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907263,0.0008042952,0.00006684099,0.004753155,0.0003233198,0.0006085221,0.00004983291,0.0001813222,0.002486448],"genre_scores_gemma":[0.9529079,0.001428169,0.0009446599,0.00003048557,0.00006773693,0.000002258506,0.0002170809,0.00004809875,0.04435361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3741612,"threshold_uncertainty_score":0.9998638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03236939110959657,"score_gpt":0.3129079110105,"score_spread":0.2805385199009034,"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."}}