{"id":"W2031149846","doi":"10.1016/j.ahj.2009.07.032","title":"Learning from history: A commentary on the American Heart Association Science Advisory on depression screening","year":2009,"lang":"en","type":"editorial","venue":"American Heart Journal","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Center for Complementary and Integrative Health; Canadian Institutes of Health Research; National Center for Complementary and Alternative Medicine; National Institutes of Health; American Heart Association","keywords":"Medicine; Depression (economics); Association (psychology); Advisory committee; History of depression; Psychiatry; Family medicine; Psychotherapist; Cognition; Management","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02354132,0.003242302,0.005669736,0.004003905,0.007726382,0.01044847,0.007808792,0.0863071,0.008173405],"category_scores_gemma":[0.0912422,0.002103264,0.004410509,0.003222867,0.006122015,0.007190621,0.003355747,0.09169854,0.007658787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008066947,"about_ca_system_score_gemma":0.01281988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267633,"about_ca_topic_score_gemma":0.03454908,"domain_scores_codex":[0.9819462,0.00431271,0.002706927,0.001977593,0.007751477,0.001305072],"domain_scores_gemma":[0.9063222,0.05578504,0.004540504,0.001932942,0.02303603,0.008383348],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002498302,0.000008347984,0.00003776102,0.0000964451,0.00002313149,0.00005188874,0.0000250215,0.000007867563,0.00001751496,0.0002300917,0.9976545,0.001822429],"study_design_scores_gemma":[0.0002837768,0.00005412587,0.0008429518,0.002367602,0.0003445339,0.0002367959,0.0002652181,0.0002126911,0.0001639129,0.002506597,0.9926312,0.00009065277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.00004103068,0.004818308,0.00009237257,0.4600833,0.533995,0.00001704071,0.00007079243,0.00002693152,0.000855242],"genre_scores_gemma":[0.0004964104,0.002403622,0.0001507903,0.4799165,0.5145199,0.00004484256,0.00003654795,0.00003484418,0.002396698],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9764587,"threshold_uncertainty_score":0.1244999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02351931637108139,"score_gpt":0.3419005784760492,"score_spread":0.3183812621049678,"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."}}