{"id":"W4409699222","doi":"10.22215/cujs.v3i2.5124","title":"Navigating Educational Hurdles: The Impact of Attention and Hyperactivity Problems on School Absenteeism","year":2025,"lang":"en","type":"article","venue":"Carleton undergraduate journal of science.","topic":"Youth Substance Use and School Attendance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Absenteeism; Psychology; Social 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002539293,0.0001111079,0.0002076872,0.0001412903,0.001013096,0.0001907345,0.0004610501,0.00004477177,0.00001660146],"category_scores_gemma":[0.0008179243,0.00007090267,0.0001521847,0.001108615,0.001619683,0.00086073,0.00003798541,0.0004727941,0.000002815272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003851386,"about_ca_system_score_gemma":0.001819519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006763849,"about_ca_topic_score_gemma":0.00008194907,"domain_scores_codex":[0.9982497,0.0001597472,0.0004041718,0.0001824951,0.0007180504,0.0002858341],"domain_scores_gemma":[0.9981576,0.0003323376,0.0005464748,0.000150298,0.0006456921,0.0001676569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000868929,0.0003481909,0.8522966,0.00004799521,0.000149958,0.000004130474,0.009879617,0.001980792,0.07061157,0.04048182,0.002900664,0.02121179],"study_design_scores_gemma":[0.0006611906,0.0002248858,0.9278396,0.00114684,0.00004870207,0.00001877676,0.01287389,0.0001775752,0.0004452521,0.0560136,0.0003650682,0.0001846099],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739636,0.0004110829,0.0001219208,0.02056146,0.0004727763,0.0001510501,0.000002611542,0.000005318765,0.004310207],"genre_scores_gemma":[0.9987221,0.0004684556,0.0001974204,0.0001196432,0.0001672268,0.000002393085,3.034425e-7,0.000003995253,0.0003184862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07554302,"threshold_uncertainty_score":0.7792018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083305106343778,"score_gpt":0.3645555054630479,"score_spread":0.3437224543996101,"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."}}