{"id":"W4413625070","doi":"10.64628/aam.rpjvqssqj","title":"Children across Canada deserve a professional early childhood education workforce","year":2022,"lang":"en","type":"article","venue":"","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Early childhood education; Early childhood; Political science; Economic growth; Medical education; Psychology; Pedagogy; Medicine; Developmental psychology; Economics; Law","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":[0.00175501,0.0003194883,0.0003979353,0.0008586232,0.01188031,0.003435925,0.001297232,0.002824411,0.02640427],"category_scores_gemma":[0.004741508,0.0002652126,0.0004547486,0.001191589,0.001543163,0.001127385,0.003737018,0.002522892,0.002185211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03354791,"about_ca_system_score_gemma":0.2752991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9598919,"about_ca_topic_score_gemma":0.9925829,"domain_scores_codex":[0.9950116,0.0002792575,0.00006650264,0.0001492197,0.0007387125,0.003754763],"domain_scores_gemma":[0.9793703,0.0004290006,0.0004340368,0.0001623908,0.003661503,0.01594271],"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":[0.0001558579,0.0002278817,0.161462,0.0006002161,0.00005264308,0.001986881,0.01031076,0.0003527724,0.00143343,0.01383193,0.6094366,0.2001491],"study_design_scores_gemma":[0.00005487194,0.0001307002,0.2537781,0.001058336,0.00004345582,0.0007796849,0.0608519,0.0001502756,0.0003139984,0.001986173,0.6807883,0.00006415009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2999381,0.01095032,0.001306828,0.3779569,0.007808707,0.000574714,0.003649007,0.0003217993,0.2974935],"genre_scores_gemma":[0.7161124,0.008634912,0.003322054,0.06764589,0.0006493618,0.0002299353,0.00149799,0.00008708136,0.2018203],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04010814,"threshold_uncertainty_score":0.2434083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014383314078024,"score_gpt":0.2958795917061515,"score_spread":0.2857357585653713,"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."}}