{"id":"W4301392655","doi":"10.1017/s1041610222000886","title":"Attitudinal adjustment about dementia awareness and assessment: finetuning inclusion, diversity, and measurement of behavioral and psychological symptoms","year":2022,"lang":"en","type":"letter","venue":"International Psychogeriatrics","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute on Aging","keywords":"Dementia; Inclusion (mineral); Diversity (politics); Psychology; Content (measure theory); Clinical psychology; Medicine; Social psychology; Disease; Political science","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":[0.007339939,0.0002672847,0.0007468157,0.001131124,0.001754701,0.001277671,0.0006628484,0.008081776,0.002591662],"category_scores_gemma":[0.0487778,0.000239985,0.000583102,0.0008404264,0.0008324324,0.001384051,0.0009514435,0.007374777,0.001798278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002079054,"about_ca_system_score_gemma":0.002970848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02068057,"about_ca_topic_score_gemma":0.0368492,"domain_scores_codex":[0.9965912,0.001632081,0.000573118,0.000188242,0.0007352169,0.0002801029],"domain_scores_gemma":[0.9826397,0.01109291,0.0009658752,0.0005520022,0.003280334,0.001469249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003169113,0.0004960966,0.1649576,0.0001493788,0.00004064152,0.001976445,0.001450098,0.0002468537,0.00107643,0.002458563,0.6256942,0.2011368],"study_design_scores_gemma":[0.0004668351,0.001023364,0.5522858,0.002044701,0.0001727366,0.00778083,0.004793392,0.005305301,0.002424907,0.02444697,0.3990273,0.0002278143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02586715,0.0009801039,0.0007178981,0.9590819,0.003797174,0.0001003472,0.0002833566,0.00004723889,0.009124832],"genre_scores_gemma":[0.255447,0.002371395,0.00496311,0.7061985,0.01532879,0.0005590772,0.0003951473,0.0000798737,0.01465714],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02068057,"threshold_uncertainty_score":0.04112041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3468751759307678,"score_gpt":0.4535210867087353,"score_spread":0.1066459107779674,"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."}}