{"id":"W4410443427","doi":"10.12968/eyed.2025.24.15.24","title":"Transforming lives","year":2025,"lang":"en","type":"article","venue":"Early Years Educator","topic":"Child Therapy and Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"History; Geography; Political science","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":[0.003316897,0.000601616,0.000288041,0.0007137732,0.009703645,0.01248063,0.001112769,0.002677584,0.05694959],"category_scores_gemma":[0.005727232,0.0002164239,0.0004081411,0.0006965203,0.01099886,0.008656854,0.01484214,0.007891163,0.02366924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002437985,"about_ca_system_score_gemma":0.006256233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001806173,"about_ca_topic_score_gemma":0.005653313,"domain_scores_codex":[0.9957736,0.002100962,0.00008739996,0.0003129973,0.0008483906,0.0008767007],"domain_scores_gemma":[0.9965503,0.0005033785,0.0001347625,0.0003874679,0.0004547038,0.00196938],"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":[0.00002159549,0.00009352178,0.0006936937,0.0001030827,0.00000731867,0.0002610849,0.0499895,0.00005766206,0.0003125794,0.4005261,0.4378674,0.1100664],"study_design_scores_gemma":[0.000001215012,0.000007879337,0.0001216158,0.00008247232,8.44533e-7,0.00009062271,0.01522948,0.000008537285,0.0000531264,0.01617415,0.9682261,0.000003939554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006984049,0.005926223,0.00514198,0.1344863,0.01138409,0.00007972277,0.0001358132,0.0004068908,0.835455],"genre_scores_gemma":[0.2183884,0.01258424,0.007469972,0.05745959,0.002168805,0.0002624269,0.000465357,0.0007646062,0.7004365],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05694959,"threshold_uncertainty_score":0.1905153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043202210188993,"score_gpt":0.3063744119039319,"score_spread":0.295942389802042,"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."}}