{"id":"W4414384754","doi":"10.22215/cujs.v5i2.5379","title":"Involvement in Education Among Parents with ADHD Symptoms: An Exploration of Motivations and Behaviours","year":2025,"lang":"en","type":"article","venue":"Carleton undergraduate journal of science.","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Attention deficit hyperactivity disorder; Multivariate analysis; Positive parenting; Typically developing; Parenting styles; Association (psychology)","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":[],"consensus_categories":[],"category_scores_codex":[0.0008451918,0.0001555531,0.0002169559,0.0007110731,0.0007194641,0.0008254758,0.0002105499,0.0003293413,0.000947847],"category_scores_gemma":[0.00278469,0.000199787,0.0003025318,0.0005951554,0.0003103332,0.0005012017,0.0006998795,0.0005678564,0.00008097945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006921234,"about_ca_system_score_gemma":0.0006269842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0111943,"about_ca_topic_score_gemma":0.02305339,"domain_scores_codex":[0.9995877,0.0001756763,0.00003274233,0.00003372696,0.00009000505,0.00008013365],"domain_scores_gemma":[0.9986528,0.000436934,0.0005545907,0.00003810901,0.00009224654,0.0002252006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001845444,0.00007916953,0.9926999,0.00001124474,0.000009581007,0.00007708139,0.003516712,0.000008029361,0.00005821145,0.00002740211,0.00003986874,0.003454336],"study_design_scores_gemma":[0.000001575712,0.00007696712,0.9902126,0.00002597949,0.000008346129,0.0001886554,0.009181803,0.0000485514,0.00003570079,0.0000256031,0.000191488,0.000002804498],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995378,0.000141001,0.00001862034,0.00003643561,0.000001419817,0.000004349161,0.00002000219,3.860888e-7,0.0002399596],"genre_scores_gemma":[0.9995372,0.0001988211,0.00006173774,0.00001788861,0.00000170147,0.000009695845,0.00004484284,3.802519e-7,0.0001278108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0111943,"threshold_uncertainty_score":0.02225828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04651700091910451,"score_gpt":0.3439988684020835,"score_spread":0.2974818674829791,"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."}}