{"id":"W2497751071","doi":"10.1186/s12888-016-0966-7","title":"Development and validation of clinical profiles of patients hospitalized due to behavioral and psychological symptoms of dementia","year":2016,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Health and Social Services Centre University Institute of Geriatrics of Sherbrooke; Université de Sherbrooke","funders":"Université de Lausanne; Fondation Leenaards","keywords":"Dementia; Psychology; Clinical psychology; Psychiatry; Medicine; Disease; Internal medicine","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":[0.0004002004,0.00009503477,0.0003323623,0.0000979367,0.00001838606,0.000003170142,0.00005550144,0.00007497541,0.0001053092],"category_scores_gemma":[0.00008895725,0.00006035477,0.00005805683,0.00009188189,0.0001397553,0.00004555293,0.00007398391,0.00004403788,0.000002848824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005459556,"about_ca_system_score_gemma":0.0000817495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003267043,"about_ca_topic_score_gemma":0.000002179884,"domain_scores_codex":[0.9985613,0.00007343695,0.000654088,0.0002417312,0.0003271363,0.0001422553],"domain_scores_gemma":[0.9993144,0.00003282719,0.0001940894,0.0001383107,0.00019282,0.0001275187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007405957,0.001847688,0.9656019,0.0001530068,0.00006608712,2.203368e-7,0.00006530536,4.537124e-9,0.0009306316,0.000104259,0.000114095,0.03037626],"study_design_scores_gemma":[0.004745931,0.003078712,0.98383,0.0002328949,0.0001086591,0.000001581013,0.00005644646,4.146324e-7,0.007728504,0.00008204926,0.00006507098,0.00006972413],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984139,0.00005569865,0.0004238952,0.00008709781,0.0001622217,0.0006420339,0.00001972114,0.000007341016,0.000188074],"genre_scores_gemma":[0.981858,0.00001396924,0.01797956,0.00002700334,0.00002334553,0.00002939517,0.00001495795,0.000007515915,0.00004621171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03030654,"threshold_uncertainty_score":0.2461196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05606996800693368,"score_gpt":0.3981188534962424,"score_spread":0.3420488854893087,"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."}}