{"id":"W2041736189","doi":"10.5539/ass.v4n5p114","title":"The Most Effective Approaches to Increasing Parental Involvement","year":2009,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Attendance; Psychology; Feeling; Variety (cybernetics); Test (biology); Constructive; Class (philosophy); Mathematics education; Student achievement; Medical education; Developmental psychology; Social psychology; Academic achievement; Computer science; Medicine; Process (computing)","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003175401,0.0001165771,0.0000992328,0.00007876118,0.006114542,0.0005243655,0.0008519846,0.00004884501,0.00001301927],"category_scores_gemma":[0.0004728148,0.00009722459,0.00004647241,0.001778556,0.0013048,0.0005326131,0.00009467745,0.0001181139,0.00005731263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00108944,"about_ca_system_score_gemma":0.000409249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001872384,"about_ca_topic_score_gemma":0.001850571,"domain_scores_codex":[0.9974977,0.0002888442,0.0001756387,0.0003605662,0.00100963,0.0006676394],"domain_scores_gemma":[0.9992975,0.0001162542,0.00009438344,0.0001591984,0.00008355188,0.0002491299],"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":[0.00001846216,0.0002150789,0.004359425,0.000001404129,0.000005780614,6.272595e-7,0.1135941,5.501401e-7,0.003033355,0.288845,0.001336519,0.5885897],"study_design_scores_gemma":[0.000159723,0.0001385797,0.7789904,0.00002396917,0.00001326572,5.425238e-7,0.1604425,0.000009495044,0.002892908,0.0226893,0.03429705,0.0003423185],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3869272,0.00005498054,0.00009142872,0.01808506,0.0009298163,0.0011821,0.000004627877,0.0001062389,0.5926185],"genre_scores_gemma":[0.9980522,0.000008147893,0.000256452,0.0008517704,0.0005596873,0.0000693946,0.000003721203,0.000004717264,0.0001938451],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.774631,"threshold_uncertainty_score":0.9951794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0772243894808378,"score_gpt":0.3419657579961741,"score_spread":0.2647413685153363,"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."}}