{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000171587,0.00004096105,0.00005996937,0.00006256939,0.0002278195,0.0000778809,0.000100153,0.00003584745,0.0004559699],"category_scores_gemma":[0.00003705993,0.00003850688,0.00003898453,0.0002093002,0.00008392783,0.0001292067,0.000005363678,0.00006112493,0.0001428862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003482177,"about_ca_system_score_gemma":0.0003191515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003028131,"about_ca_topic_score_gemma":0.0008570178,"domain_scores_codex":[0.9994847,0.00004565904,0.00008351813,0.0001016711,0.0001130273,0.0001714545],"domain_scores_gemma":[0.9997764,0.00004725444,0.00001636402,0.00007762691,0.00002054766,0.00006178093],"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":[0.00002010944,0.0002094087,0.09399354,0.00001396971,0.00005697257,0.000003856781,0.3450565,0.000001879681,0.000282945,0.4587964,0.01779101,0.08377343],"study_design_scores_gemma":[0.0001927572,0.0000240428,0.283992,0.00004510806,0.00002494119,1.282624e-7,0.004970035,0.0000016072,0.000559795,0.008322622,0.7017195,0.0001475703],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9317796,0.0001195569,0.00005036169,0.001493258,0.0007827012,0.0001263075,0.000001379591,0.000042268,0.06560457],"genre_scores_gemma":[0.983552,0.0000215508,0.0001012474,0.0001637188,0.0002584604,0.00001051049,0.000001202398,0.000003488266,0.01588779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6839284,"threshold_uncertainty_score":0.4992551,"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."}}