{"id":"W2122036119","doi":"10.1542/peds.2009-0367","title":"Overlooked and Underserved: “Action Signs” for Identifying Children With Unmet Mental Health Needs","year":2011,"lang":"en","type":"article","venue":"PEDIATRICS","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"U.S. Public Health Service","keywords":"Medicine; Mental health; Referral; Medical diagnosis; Psychiatry; Public health; Warning signs; Family medicine; Nursing","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":[0.003347019,0.0004649633,0.0002596111,0.002746245,0.0006006835,0.000640447,0.0005541751,0.0006871131,0.002038096],"category_scores_gemma":[0.01950425,0.0002027224,0.0003019149,0.0009825049,0.0005254488,0.001330515,0.001714745,0.0009964121,0.0002900555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006071262,"about_ca_system_score_gemma":0.002124515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002816976,"about_ca_topic_score_gemma":0.008709099,"domain_scores_codex":[0.9982724,0.0008217325,0.0003062355,0.0001139567,0.0003516285,0.0001340049],"domain_scores_gemma":[0.9918469,0.00216598,0.004088848,0.0003406054,0.0009060418,0.0006515502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001900057,0.000140673,0.9276308,0.0003937829,0.00002526295,0.0002577752,0.00159139,0.0001376656,0.0009538993,0.0004769255,0.006808476,0.06139332],"study_design_scores_gemma":[0.00003709452,0.00048744,0.9854926,0.000486789,0.00004756109,0.0006356288,0.004413425,0.00129318,0.001828734,0.0008448329,0.004400591,0.00003219759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747326,0.001218015,0.003835692,0.008599613,0.0001952137,0.0007059922,0.00309735,0.000183669,0.007431823],"genre_scores_gemma":[0.9758283,0.0009030346,0.01968285,0.0007790482,0.0000753899,0.00064111,0.001470739,0.0000134518,0.000605974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003347019,"threshold_uncertainty_score":0.01770097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08947284954604326,"score_gpt":0.3175859366172345,"score_spread":0.2281130870711912,"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."}}