{"id":"W4389967169","doi":"10.29173/iasl8748","title":"Library Funding and Reading Promotion Improve Reading Motivation, Family Cultural Capital, and Academic Achievement Among Students in Vietnam","year":2023,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Promotion (chess); Cultural capital; Structural equation modeling; Capital (architecture); Foundation (evidence); Political science; Psychology; Sociology; Social science; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001001625,0.0002078707,0.0002016934,0.0003107462,0.0005227403,0.0006149145,0.0003085075,0.0001851992,0.00001291699],"category_scores_gemma":[0.0003561736,0.0002112533,0.00002226011,0.0007641125,0.0002840329,0.004378021,0.0002867446,0.0003506711,0.00001155526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814675,"about_ca_system_score_gemma":0.00007931098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007006783,"about_ca_topic_score_gemma":0.00005743085,"domain_scores_codex":[0.9979627,0.00004575105,0.0003927712,0.0005218674,0.0005453542,0.000531582],"domain_scores_gemma":[0.9992859,0.00006470385,0.0002197548,0.00005302383,0.0001832067,0.0001933942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007741178,0.00004758901,0.7096238,0.00005988068,0.000008568102,8.498726e-7,0.27858,2.817864e-7,0.007493429,0.002573819,0.0003889714,0.001215027],"study_design_scores_gemma":[0.0001767215,0.00005715454,0.6443997,0.0003063047,0.00000995889,4.997491e-7,0.3512093,0.0001618245,0.0006408495,0.002687179,0.000148388,0.0002021073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960235,0.00006624802,0.000007110312,0.00141508,0.0002748962,0.0007572624,0.0000146909,0.0002381197,0.00120304],"genre_scores_gemma":[0.9971844,0.001000915,0.00007189863,0.0001095104,0.0001910969,0.0001415486,0.00005198042,0.00001984692,0.001228835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07262931,"threshold_uncertainty_score":0.8614661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07427781258717067,"score_gpt":0.3537494192913219,"score_spread":0.2794716067041512,"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."}}