{"id":"W4410839623","doi":"10.3390/educsci15060665","title":"Beyond School Newsletters and Memos: Family Engagement in Planning, Developing, and Delivering an Innovative STEM Program","year":2025,"lang":"en","type":"article","venue":"Education Sciences","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Wilfrid Laurier University; University of Guelph; Brock University","funders":"Social Sciences and Humanities Research Council of Canada; J.W. McConnell Family Foundation","keywords":"Sociology; Pedagogy; Medical education; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01474101,0.0002603073,0.0001590611,0.0007920922,0.01128262,0.003935275,0.0008864648,0.00097303,0.006530535],"category_scores_gemma":[0.02418538,0.0003385527,0.0002188015,0.0005868837,0.002862515,0.003014671,0.003797903,0.001266232,0.0004584468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004362595,"about_ca_system_score_gemma":0.01171007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01706317,"about_ca_topic_score_gemma":0.04371066,"domain_scores_codex":[0.9883218,0.00983608,0.0001723271,0.0002950454,0.0006262168,0.000748499],"domain_scores_gemma":[0.9788047,0.01377571,0.001847821,0.0008263032,0.001332498,0.003412939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009608358,0.0004543658,0.06016625,0.0002081338,0.00003224999,0.001309435,0.7388508,0.0002069498,0.0007775996,0.004771341,0.01434916,0.1787777],"study_design_scores_gemma":[0.00001593194,0.0002645059,0.02295724,0.0003629584,0.00003480111,0.0005118856,0.8583471,0.0002736537,0.0008966906,0.001780775,0.1145179,0.00003657672],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428745,0.0007762292,0.005347529,0.01300132,0.0001610462,0.0002320184,0.0001223876,0.00008630964,0.03739868],"genre_scores_gemma":[0.9900738,0.0006641771,0.002489401,0.000934544,0.00002239072,0.0001523021,0.00004320994,0.00002611811,0.005594042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01706317,"threshold_uncertainty_score":0.07795888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1164713466990399,"score_gpt":0.4464579771916274,"score_spread":0.3299866304925875,"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."}}