{"id":"W4407046534","doi":"10.1177/1476718x241308417","title":"Early childhood professional well-being in Nova Scotia: A mixed methods study","year":2025,"lang":"en","type":"article","venue":"Journal of Early Childhood Research","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"Mitacs","keywords":"Early childhood; Early childhood education; Psychology; Well-being; Agency (philosophy); Professional development; Nova scotia; Quality (philosophy); Population; Medical education; Developmental psychology; Medicine; Pedagogy; Sociology; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003454925,0.000539621,0.001235385,0.002250561,0.00441638,0.002248013,0.001245494,0.0009646114,0.001985585],"category_scores_gemma":[0.004330284,0.0007306604,0.0006536028,0.002664907,0.001361246,0.0005741324,0.002136902,0.0009231322,0.0003852632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01148634,"about_ca_system_score_gemma":0.01476646,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7936257,"about_ca_topic_score_gemma":0.8920307,"domain_scores_codex":[0.9970267,0.001011734,0.0002864868,0.0003618514,0.0004990398,0.0008141425],"domain_scores_gemma":[0.9957202,0.00149422,0.000793383,0.0003043375,0.001041595,0.0006462966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004824749,0.001197437,0.8875736,0.001146766,0.0003037144,0.004295026,0.07959011,0.0003017607,0.002322001,0.0003925277,0.001571629,0.02082285],"study_design_scores_gemma":[0.00004389586,0.0006197837,0.8934522,0.0006961875,0.0000918124,0.0004210152,0.101591,0.0004217723,0.0001833827,0.0000980687,0.002333784,0.00004703359],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969733,0.000485366,0.0002349502,0.0001373768,0.00001785832,0.0004901787,0.0006142551,0.00000310066,0.001043737],"genre_scores_gemma":[0.9941958,0.0009662139,0.001051013,0.0005687,0.0000188875,0.00108293,0.000568744,0.000008561201,0.001539151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2063743,"threshold_uncertainty_score":0.4151794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04167712426390942,"score_gpt":0.4578926176739995,"score_spread":0.4162154934100901,"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."}}