{"id":"W3048607269","doi":"10.3389/fpsyg.2020.02023","title":"Multimedia Input and Bilingual Children’s Language Learning","year":2020,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mandarin Chinese; Fluency; Psychology; Vocabulary; Grammar; Language proficiency; First language; Language acquisition; Relevance (law); Linguistics; Multimedia; Mathematics education; Computer science","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":[0.0001818035,0.0000808779,0.0001619004,0.0001299717,0.00008982269,0.00002081764,0.0001810931,0.0001767942,0.00004781272],"category_scores_gemma":[0.000507509,0.00008599264,0.00002046461,0.0003007476,0.0003401336,0.00007834176,0.00005644636,0.0002784187,0.00002432386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001853359,"about_ca_system_score_gemma":0.0000454366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006750986,"about_ca_topic_score_gemma":0.0001143456,"domain_scores_codex":[0.9991317,0.00008233352,0.0001428652,0.0002888998,0.00008940203,0.0002647501],"domain_scores_gemma":[0.999756,0.00003133529,0.00004032947,0.00006885915,0.000009728934,0.00009379142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000024543,0.00001603585,0.7244268,0.00000152841,0.00001002258,0.00001818418,0.02002962,3.897854e-7,0.00003039328,0.0004941956,0.00838463,0.2465636],"study_design_scores_gemma":[0.004991009,0.0003838372,0.5933687,0.00002832369,0.00001919651,0.00002135277,0.0327883,0.0003529503,0.0001847462,0.0147084,0.3521743,0.0009788454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517582,0.001639847,0.002088208,0.0087542,0.0007702093,0.000202029,0.00000217187,0.0002378678,0.03454729],"genre_scores_gemma":[0.9881195,0.0003633406,0.009135394,0.002010081,0.0001740307,0.000004315307,0.00000840604,0.00001012892,0.000174759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3437897,"threshold_uncertainty_score":0.3506678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01379755533154356,"score_gpt":0.3055587511580747,"score_spread":0.2917611958265311,"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."}}