{"id":"W3042102383","doi":"10.1212/cpj.0000000000000890","title":"Practice Current","year":2020,"lang":"en","type":"article","venue":"Neurology Clinical Practice","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alzheimer Society of Canada; University of Calgary","funders":"","keywords":"Expert opinion; Audience measurement; Dementia; Medicine; Cognitive impairment; Cognition; Rivastigmine; Psychology; Clinical psychology; Psychiatry; Intensive care medicine; Disease; Pathology; Political science; Donepezil","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001831158,0.0001447915,0.0003452948,0.00003805451,0.00007780801,0.00002938148,0.0001545894,0.0001572216,0.0006061837],"category_scores_gemma":[0.08796566,0.0001257533,0.0001661116,0.0002595634,0.0002192931,0.0004536804,0.0001963884,0.00219994,0.00295549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007069647,"about_ca_system_score_gemma":0.0002507597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004816233,"about_ca_topic_score_gemma":2.553772e-7,"domain_scores_codex":[0.996399,0.001451894,0.0006272633,0.0006017079,0.0005447964,0.0003752934],"domain_scores_gemma":[0.9903238,0.007936839,0.0002560196,0.0002866956,0.0005907707,0.0006058541],"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":[0.03825041,0.007788449,0.2538831,0.0001592239,0.0005963058,0.006399781,0.0002089093,0.000001611485,0.0003489886,0.001413584,0.1389634,0.5519863],"study_design_scores_gemma":[0.002629938,0.006119232,0.08280769,0.000005354607,0.0004724612,0.0004126641,0.00005924789,0.000279022,0.00003117176,0.00004340117,0.9070485,0.0000913384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09306542,0.0008947878,0.00202659,0.76109,0.00108441,0.0008317385,0.000003700623,0.0001929177,0.1408104],"genre_scores_gemma":[0.6553297,0.001643579,0.002284701,0.3391662,0.001360887,0.00002472949,0.00001176859,0.00002786356,0.0001505477],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7680851,"threshold_uncertainty_score":0.9978208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1394205656447511,"score_gpt":0.5190230152358218,"score_spread":0.3796024495910707,"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."}}