{"id":"W7115753945","doi":"10.12968/eyed.2025.24.19.12","title":"Helping others","year":2025,"lang":"en","type":"article","venue":"Early Years Educator","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Empathy; Refugee; Humanity","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":[0.0003219443,0.0000603949,0.00007620376,0.0001324784,0.0002618556,0.0001334344,0.000199563,0.00005748515,0.0008704104],"category_scores_gemma":[0.0001470341,0.00006917667,0.00004163598,0.0004209709,0.0000931684,0.0001057671,0.00002059521,0.00009422007,0.0006483408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001399335,"about_ca_system_score_gemma":0.002207881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002241482,"about_ca_topic_score_gemma":0.0002058798,"domain_scores_codex":[0.9992255,0.00006732771,0.0001170241,0.0001626306,0.0001792828,0.000248222],"domain_scores_gemma":[0.9996113,0.00005372647,0.00003062236,0.0001424499,0.00004243884,0.0001194884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006968092,0.000165846,0.2758613,0.000009821222,0.00007066387,0.000002014597,0.2470439,0.000001052915,0.00006082289,0.2204966,0.1896422,0.06663874],"study_design_scores_gemma":[0.00007695016,0.000004209646,0.4054314,0.00002387129,0.000003644373,7.127613e-8,0.009519283,8.020901e-8,0.00004730393,0.001229641,0.5835819,0.00008159404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8055621,0.0002372138,0.00003083051,0.007274138,0.002613391,0.0001450559,7.01463e-7,0.0000948813,0.1840416],"genre_scores_gemma":[0.9202937,0.00003162578,0.0009147126,0.002234494,0.0003461794,0.00001546283,0.000001058845,0.000007756631,0.07615497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3939397,"threshold_uncertainty_score":0.9530384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01131023811214662,"score_gpt":0.3177424364490934,"score_spread":0.3064321983369468,"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."}}