{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002954708,0.0002948882,0.0004440179,0.001236724,0.0002254254,0.001766368,0.0003124418,0.0003449883,0.002132412],"category_scores_gemma":[0.009533394,0.0002820486,0.0005063962,0.001031263,0.000946735,0.001649091,0.001156667,0.0006452174,0.000260982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005592278,"about_ca_system_score_gemma":0.0006059507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005064201,"about_ca_topic_score_gemma":0.007714411,"domain_scores_codex":[0.9986699,0.0003331938,0.0001639724,0.0004123256,0.0003119398,0.000108768],"domain_scores_gemma":[0.9938573,0.004162184,0.0009617203,0.0002563415,0.0006740482,0.00008842904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005713943,0.00009700459,0.2988517,0.008635082,0.0009109398,0.002283772,0.09730361,0.0006428576,0.0223765,0.006876223,0.002293591,0.5591573],"study_design_scores_gemma":[0.00001182373,0.0001915222,0.9365933,0.002506721,0.0005080471,0.002558981,0.01474207,0.0001275392,0.008509065,0.002402113,0.03178487,0.00006397301],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8692763,0.1109071,0.002732745,0.0004210135,0.00006235306,0.00002761025,0.0008546628,0.00005613486,0.01566189],"genre_scores_gemma":[0.9394726,0.05590443,0.002139166,0.0001659284,0.00002590118,0.00006624288,0.0006579279,0.00006821392,0.001499675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005064201,"threshold_uncertainty_score":0.01562619,"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."}}