{"id":"W4296824447","doi":"10.3389/fpsyg.2022.1012632","title":"Diagnostics and clinical usability of the Montreal Cognitive Assessment (MoCA) in amyotrophic lateral sclerosis","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Istituto Auxologico Italiano; Ministero della Salute","keywords":"Montreal Cognitive Assessment; Amyotrophic lateral sclerosis; Rating scale; Cognition; Psychology; Physical medicine and rehabilitation; Cognitive impairment; Physical therapy; Medicine; Disease; Internal medicine; Psychiatry; Developmental psychology","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":[0.005241471,0.0007877605,0.0004163451,0.00144796,0.0002667738,0.001119259,0.0007714083,0.0007595092,0.0008335158],"category_scores_gemma":[0.02479111,0.0001811802,0.0005596259,0.0005843145,0.0004236713,0.0008981777,0.0008104016,0.0004843273,0.0003943976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005589909,"about_ca_system_score_gemma":0.0005328587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006589463,"about_ca_topic_score_gemma":0.009288781,"domain_scores_codex":[0.9975021,0.001224943,0.0002545365,0.0003222043,0.0005542109,0.000141886],"domain_scores_gemma":[0.9903331,0.004843202,0.00259371,0.0004588565,0.001274555,0.0004965972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003893874,0.00005427071,0.9914799,0.00002060178,0.00007877628,0.00002723653,0.00008486481,0.0003606163,0.0001164538,0.00002317991,0.0001603686,0.007204331],"study_design_scores_gemma":[0.00002134791,0.0004217136,0.9943615,0.00002417695,0.00005913332,0.0002684799,0.0001061456,0.003942229,0.0003778068,0.0001054408,0.0002995689,0.0000124587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974009,0.0006891891,0.0005906079,0.00006797402,0.00002167927,0.00003178937,0.0002847971,0.00002804963,0.0008851236],"genre_scores_gemma":[0.9991528,0.0001089575,0.000315896,0.00001375882,0.00001276751,0.00001296946,0.0002247725,0.000003142047,0.0001549073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006589463,"threshold_uncertainty_score":0.02771986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05009553789847498,"score_gpt":0.3874880415029021,"score_spread":0.3373925036044271,"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."}}