{"id":"W2799704606","doi":"10.31129/lumat.6.1.292","title":"Parental engagement in children’s STEM education. Part I: Meta-analysis of the literature","year":2018,"lang":"en","type":"article","venue":"LUMAT International Journal on Math Science and Technology Education","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Scope (computer science); Gateway (web page); Meta-analysis; Informal education; Bridge (graph theory); Pedagogy; Medical education; Psychology; Political science; Medicine; Higher 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04023597,0.001894014,0.006181306,0.009997228,0.0007087002,0.003597045,0.001998573,0.001624898,0.002362552],"category_scores_gemma":[0.1117019,0.001367801,0.02404407,0.01153188,0.001099679,0.002784286,0.002108416,0.001868339,0.0001628243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002771725,"about_ca_system_score_gemma":0.003852155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008765012,"about_ca_topic_score_gemma":0.01343404,"domain_scores_codex":[0.9696614,0.01613093,0.008478241,0.002927385,0.002331986,0.0004700311],"domain_scores_gemma":[0.8803318,0.1000964,0.01157467,0.003312202,0.003926116,0.0007588965],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001395945,0.00007160167,0.05042128,0.3153096,0.5825474,0.000268085,0.002304228,0.0003263442,0.0002680875,0.0004510461,0.0009155272,0.04572075],"study_design_scores_gemma":[0.0003651528,0.0006305941,0.05357735,0.103234,0.8316976,0.0005130323,0.002012967,0.000168278,0.0006329722,0.0005563615,0.006542126,0.00006950299],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.019963,0.9771045,0.0009463274,0.0003657198,0.0001747347,0.0001930113,0.0008580272,0.00001770694,0.0003769428],"genre_scores_gemma":[0.4819638,0.5090846,0.004297517,0.0008742097,0.0002248466,0.001453176,0.001730217,0.00005798628,0.0003136168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.959764,"threshold_uncertainty_score":0.2127907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04447245911051388,"score_gpt":0.3713299013201691,"score_spread":0.3268574422096552,"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."}}