{"id":"W4417288816","doi":"10.1111/tops.70034","title":"Cross‐Contextual Variability in Children's Early Understanding of Visual Media","year":2025,"lang":"en","type":"article","venue":"Topics in Cognitive Science","topic":"Child and Animal Learning Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Comprehension; Visual media; Variation (astronomy); Visual perception; Scale (ratio); Visual attention","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001805665,0.00008377671,0.000155779,0.0002970215,0.00007999641,0.00003221451,0.000222437,0.00005807352,0.0002343471],"category_scores_gemma":[0.001450048,0.00008269765,0.00002387835,0.000991468,0.0008747957,0.0001009351,0.0001239096,0.0002529105,0.000009365246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002187246,"about_ca_system_score_gemma":0.0002094901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001965654,"about_ca_topic_score_gemma":0.0000646431,"domain_scores_codex":[0.9987417,0.0001097643,0.000266074,0.0004127122,0.0001985074,0.0002712027],"domain_scores_gemma":[0.999258,0.0004757023,0.00005416898,0.0001000341,0.00007823324,0.00003382553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003716076,0.0001183237,0.8659184,0.000003205013,0.000005271989,0.000002884722,0.00304222,8.083943e-7,0.00006414353,0.1210955,0.000001933051,0.009710138],"study_design_scores_gemma":[0.0006742786,0.00004320348,0.9900003,0.0001036712,0.000002537777,8.886872e-7,0.0009336438,0.00001998899,0.0003314984,0.007796774,0.00001186448,0.00008135816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9472397,0.00002359413,0.001384941,0.00008828006,0.0003239523,0.0001583295,0.000005335278,0.00001173886,0.05076412],"genre_scores_gemma":[0.999498,0.000001851084,0.00008646924,0.0001034295,0.00002749738,0.000006392176,0.000001606533,0.000002499762,0.000272285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1240819,"threshold_uncertainty_score":0.3372312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04336984079834515,"score_gpt":0.3781918175129862,"score_spread":0.334821976714641,"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."}}