{"id":"W4402406719","doi":"10.23889/ijpds.v9i5.2612","title":"Mental health of children with special health needs in Manitoba, Canada","year":2024,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; McMaster University","funders":"","keywords":"Mental health; Environmental health; Psychology; Psychiatry; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006519914,0.0005970047,0.0004657508,0.002097508,0.005124426,0.001358513,0.001687021,0.0004557306,0.002997484],"category_scores_gemma":[0.002015474,0.0006317096,0.000730296,0.004730548,0.0009323645,0.0005002388,0.001935958,0.001351102,0.0003107316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05129351,"about_ca_system_score_gemma":0.09053901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9983308,"about_ca_topic_score_gemma":0.9993784,"domain_scores_codex":[0.9990914,0.0000821993,0.00006797841,0.0001324266,0.0002387133,0.0003873258],"domain_scores_gemma":[0.9973277,0.0001219594,0.0004166992,0.00006791033,0.001063672,0.001002008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002541591,0.0000504955,0.9855223,0.0001134767,0.00005336151,0.0002552269,0.001719585,0.0001382364,0.0001830753,0.000337532,0.005509767,0.006091525],"study_design_scores_gemma":[0.00001174205,0.00002043713,0.9932818,0.0002199562,0.0000300252,0.0001313412,0.003764324,0.0002442907,0.00005732561,0.00006812553,0.002151922,0.00001863607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9642919,0.003747665,0.000323938,0.00352498,0.00009955461,0.0003047827,0.01874773,0.00005190918,0.008907535],"genre_scores_gemma":[0.9861748,0.003316775,0.0009451939,0.001074869,0.00002872802,0.0002062581,0.004911462,0.00001781383,0.003324137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05129351,"threshold_uncertainty_score":0.3721622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08232659607366132,"score_gpt":0.4424538111479106,"score_spread":0.3601272150742493,"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."}}