{"id":"W4411278698","doi":"10.12968/eyed.2025.24.16.11","title":"Transforming lives","year":2025,"lang":"en","type":"article","venue":"Early Years Educator","topic":"Child and Adolescent Health","field":"Health Professions","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002259923,0.00008639795,0.0001510293,0.0001190898,0.000349936,0.000009313307,0.0001331867,0.00008108422,0.000610554],"category_scores_gemma":[0.00005104705,0.00008233776,0.00005597936,0.0002194105,0.00002975318,0.00007325845,0.00002770622,0.0004881075,0.0009760248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008660647,"about_ca_system_score_gemma":0.000988348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002715123,"about_ca_topic_score_gemma":0.00004165163,"domain_scores_codex":[0.9989539,0.000109416,0.0002576705,0.0001818798,0.0000956684,0.0004015102],"domain_scores_gemma":[0.999468,0.0001300506,0.00004477464,0.0002015552,0.00002975261,0.0001259004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009022721,0.0003886383,0.6152676,0.0007592251,0.00006146919,0.00000988651,0.08744527,3.092939e-7,0.0009845908,0.03891915,0.1948295,0.06124415],"study_design_scores_gemma":[0.0005965368,0.00002761753,0.7027951,0.0007431032,0.0000141712,3.284602e-7,0.007845903,0.000001132436,0.00007843202,0.0009722972,0.2867948,0.0001305043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635489,0.0004547935,0.00005208901,0.002842717,0.002606881,0.0004719105,0.000006360582,0.0001024406,0.0299139],"genre_scores_gemma":[0.9702172,0.0000581412,0.0001658448,0.003888881,0.0005877182,0.000009151976,0.000003498759,0.00001361377,0.02505592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09196527,"threshold_uncertainty_score":0.9998018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02682430320516472,"score_gpt":0.4008370176233574,"score_spread":0.3740127144181927,"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."}}