{"id":"W4388772607","doi":"10.1007/s13158-023-00375-w","title":"Preferences and Challenges in Access to Childcare Programs: A Mixed-Methods Study with Newcomers to Canada","year":2023,"lang":"en","type":"article","venue":"International Journal of Early Childhood","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; McGill University; University of Regina","funders":"Immigration, Refugees and Citizenship Canada","keywords":"Disadvantaged; Context (archaeology); Subsidy; Focus group; Early childhood education; Feeling; Psychology; Social isolation; Qualitative property; Sociology; Public relations; Economic growth; Social psychology; Pedagogy; Political science; Business; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001196643,0.0001294553,0.0002106162,0.0005552793,0.000112507,0.0003420675,0.0007860539,0.00003526533,0.00001883354],"category_scores_gemma":[0.0003964901,0.0001066061,0.00002789409,0.0006861447,0.00003099708,0.0003138382,0.0001454614,0.000190991,0.000004908003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002116692,"about_ca_system_score_gemma":0.002170518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1352198,"about_ca_topic_score_gemma":0.7777476,"domain_scores_codex":[0.9978416,0.0002602742,0.0003798933,0.0002301957,0.001020795,0.0002672428],"domain_scores_gemma":[0.9987744,0.0001684964,0.0001694654,0.00009105439,0.000443369,0.000353204],"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":[0.00005097536,0.0002419126,0.3534526,0.000002411676,0.0001488761,0.0000353277,0.18182,0.0001042185,7.570148e-7,0.0001743333,0.000567105,0.4634015],"study_design_scores_gemma":[0.0004639289,0.0004040018,0.9204472,0.0001369976,0.000006804939,0.000008404155,0.06930635,2.052866e-7,0.000005011052,0.0002307321,0.008860125,0.0001302017],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628028,0.0001896023,0.00001307032,0.03439454,0.0009815629,0.0005129728,0.000003487351,0.00002056256,0.001081397],"genre_scores_gemma":[0.9968777,0.0003417323,0.00182203,0.0005700633,0.0002991817,0.00002714937,0.000001844859,0.00001176685,0.00004847305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6425278,"threshold_uncertainty_score":0.8705388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06830018944782434,"score_gpt":0.3903299348016108,"score_spread":0.3220297453537864,"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."}}