{"id":"W1969954121","doi":"10.1136/bmj.332.7543.681","title":"Improving the management of dementia","year":2006,"lang":"en","type":"letter","venue":"BMJ","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Medicine; Psychological intervention; Primary care; Statutory law; Psychiatry; Nursing; Family medicine; Disease; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007347958,0.001035913,0.001133666,0.001966789,0.002682248,0.003862189,0.002761155,0.005101466,0.01888237],"category_scores_gemma":[0.03670105,0.0003148768,0.001492091,0.001139699,0.001499609,0.007121085,0.005730084,0.007105944,0.006453306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003200397,"about_ca_system_score_gemma":0.007866797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007020706,"about_ca_topic_score_gemma":0.01363319,"domain_scores_codex":[0.9929553,0.002549589,0.0007058529,0.0004514112,0.002729671,0.0006081978],"domain_scores_gemma":[0.9899311,0.00200408,0.001305083,0.0005257049,0.003315379,0.002918639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006132786,0.0003955814,0.002015079,0.001985908,0.0001026764,0.0003032714,0.001200664,0.0001210813,0.0001630953,0.003080083,0.4692,0.5213712],"study_design_scores_gemma":[0.0001977514,0.0005667054,0.01126834,0.01254351,0.0001926809,0.002005189,0.002478482,0.0002237968,0.0001995576,0.01894168,0.9513126,0.00006983679],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008324835,0.2706125,0.006513178,0.6028309,0.0224015,0.0004024593,0.0004759162,0.0009340617,0.08750459],"genre_scores_gemma":[0.08284558,0.4962797,0.03880046,0.3194237,0.03431662,0.0007800991,0.001491031,0.0002992906,0.02576354],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01888237,"threshold_uncertainty_score":0.06316781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199344191292417,"score_gpt":0.4571234361793598,"score_spread":0.3371890170501182,"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."}}