{"id":"W4390199282","doi":"10.1002/alz.076369","title":"A proposed scheme for comprehensive and systematic evaluation of normal pressure hydrocephalus","year":2023,"lang":"en","type":"article","venue":"Alzheimer s & Dementia","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Normal pressure hydrocephalus; Physical medicine and rehabilitation; Physical therapy; Grading (engineering); Population; Triage; Dementia; Disease; Intensive care medicine; Emergency medicine; Pathology","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":[0.02298722,0.001206048,0.0008537279,0.005646244,0.001605374,0.003512079,0.002083832,0.00208844,0.006284358],"category_scores_gemma":[0.03186044,0.000554285,0.001193295,0.002336883,0.001495714,0.003946737,0.00492441,0.001280119,0.002641441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002236404,"about_ca_system_score_gemma":0.009966391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002489031,"about_ca_topic_score_gemma":0.003751321,"domain_scores_codex":[0.9799683,0.009792632,0.003682153,0.002285937,0.003643894,0.0006270519],"domain_scores_gemma":[0.9679134,0.006844022,0.00372795,0.003013213,0.01648282,0.002018475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001396342,0.001136326,0.06537384,0.001841881,0.0002490245,0.0006407032,0.00278779,0.00581431,0.01831488,0.04990932,0.02155355,0.8309821],"study_design_scores_gemma":[0.002128775,0.009545202,0.1256083,0.003345508,0.001544751,0.008188598,0.008012488,0.2989966,0.04670525,0.1766692,0.3180671,0.001188073],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02771598,0.0008800906,0.9363333,0.004727158,0.0005618164,0.01265097,0.001245234,0.002194111,0.01369143],"genre_scores_gemma":[0.08037432,0.0002790363,0.9111099,0.0004627707,0.000188109,0.004571366,0.0007538253,0.00005501341,0.002205709],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02298722,"threshold_uncertainty_score":0.1215695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08455507190056963,"score_gpt":0.3251670639205564,"score_spread":0.2406119920199868,"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."}}