{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003400552,0.0005986252,0.0002984904,0.0007119254,0.01361229,0.01267941,0.001168263,0.003013849,0.04316182],"category_scores_gemma":[0.005687349,0.0002278531,0.000408622,0.0007389322,0.01502765,0.0101505,0.01555785,0.008224056,0.01465031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003317108,"about_ca_system_score_gemma":0.007970017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003457103,"about_ca_topic_score_gemma":0.009652473,"domain_scores_codex":[0.9951993,0.00246138,0.00009230228,0.0003052034,0.0007923964,0.001149498],"domain_scores_gemma":[0.996635,0.0004929625,0.0001467601,0.0003453262,0.0004337561,0.001946206],"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":[0.00001984102,0.0001022399,0.001004066,0.0001029862,0.000008522636,0.000311082,0.08935889,0.00006324428,0.0002947102,0.4376708,0.3865368,0.08452684],"study_design_scores_gemma":[0.000001306817,0.000009141936,0.0001901563,0.0001024703,0.000001052096,0.0001022292,0.03592381,0.000009668396,0.00005399844,0.01771921,0.9458821,0.000004932791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01062647,0.007479102,0.003806221,0.1975479,0.01208063,0.00007132135,0.0001258775,0.0002972611,0.7679651],"genre_scores_gemma":[0.3357805,0.01493234,0.004680621,0.07953766,0.002524165,0.000232697,0.0003708323,0.0005504815,0.5613908],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04316182,"threshold_uncertainty_score":0.1443906,"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."}}