{"id":"W7029037830","doi":"","title":"How a Canadian program that helps educators 'thrive' not just 'survive' could help address Australia's childcare staff shortage","year":2022,"lang":"en","type":"article","venue":"RUNE (Research UNE)","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Parliament; Feeling; Early childhood education; Early childhood; Pandemic; Coronavirus disease 2019 (COVID-19); Turnover","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00177171,0.0004087551,0.0006370947,0.0008997454,0.001163984,0.0002810944,0.001129169,0.0003464559,0.006197993],"category_scores_gemma":[0.0007517165,0.0003561931,0.0002844171,0.002752392,0.001244611,0.0001562172,0.0008098407,0.004353882,0.0001861946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00132929,"about_ca_system_score_gemma":0.003028497,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1439118,"about_ca_topic_score_gemma":0.04194546,"domain_scores_codex":[0.9902133,0.0004658211,0.0003569709,0.001063023,0.005024755,0.002876141],"domain_scores_gemma":[0.9941742,0.0003589049,0.00006229735,0.0009901579,0.000587876,0.003826517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001457301,0.005819836,0.03250378,0.001677197,0.0008417008,0.005001817,0.003968146,0.00000249024,0.02146992,0.002741196,0.7794304,0.1450862],"study_design_scores_gemma":[0.001826898,0.002183844,0.01872625,0.0001843699,0.00005878396,0.0001093727,0.01827149,0.00007788542,0.01070122,0.0001288667,0.9471936,0.0005374737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8415091,0.0009036062,0.00000246348,0.1435718,0.0006103672,0.003423664,0.0009417481,0.0002206359,0.008816593],"genre_scores_gemma":[0.9585432,0.0002294797,0.00009660121,0.0005714239,0.000745215,0.001199209,0.000849837,0.00009378435,0.03767127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1677632,"threshold_uncertainty_score":0.999889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2102357772614595,"score_gpt":0.4355512647317628,"score_spread":0.2253154874703033,"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."}}