{"id":"W4408694909","doi":"10.12968/eyed.2025.24.14.24","title":"Transforming lives","year":2025,"lang":"en","type":"article","venue":"Early Years Educator","topic":"Children's Rights and Participation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003577068,0.0006727631,0.0003327787,0.0007483074,0.01184061,0.0119094,0.001225014,0.002797455,0.04096185],"category_scores_gemma":[0.00624628,0.0002676479,0.0003808906,0.0008504117,0.0135793,0.009685536,0.01769097,0.007074744,0.01544076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002600892,"about_ca_system_score_gemma":0.005672683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001871847,"about_ca_topic_score_gemma":0.005657732,"domain_scores_codex":[0.9951906,0.002741823,0.0001057362,0.000326334,0.0007181955,0.0009173289],"domain_scores_gemma":[0.9964352,0.0006233812,0.000175796,0.0004561749,0.000450014,0.001859542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002284345,0.00008629097,0.0009273717,0.0001422118,0.000008138924,0.0003764548,0.1163915,0.00006955914,0.000344048,0.3984812,0.3713171,0.1118332],"study_design_scores_gemma":[0.000001064367,0.0000087221,0.0001211895,0.00009204974,7.477947e-7,0.00009817201,0.02597146,0.00000758251,0.00004396184,0.01441442,0.9592367,0.000003854087],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01317128,0.009591863,0.00645526,0.1529009,0.01194426,0.0001065501,0.0001608895,0.0003958266,0.8052732],"genre_scores_gemma":[0.3169392,0.0160707,0.008192568,0.05152247,0.002496056,0.0003604956,0.0004706999,0.0007516281,0.6031962],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04096185,"threshold_uncertainty_score":0.137031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763931916652354,"score_gpt":0.3304258021587151,"score_spread":0.3127864829921916,"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."}}