{"id":"W3211964358","doi":"10.1212/wnl.0000000000012833","title":"Neurologic Diagnostics in 2035","year":2021,"lang":"en","type":"article","venue":"Neurology","topic":"Neurological and metabolic disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Cornerstone; Process (computing); Emerging technologies; Medicine; Computer science; Psychology; Data science; Medical physics; Artificial intelligence","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":[0.001996366,0.000786729,0.0005652463,0.00246019,0.001411903,0.004004281,0.0007324654,0.002561501,0.03347321],"category_scores_gemma":[0.004190062,0.0002679302,0.0005487655,0.00127069,0.0009979184,0.001750749,0.002264983,0.002304895,0.01489855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003278991,"about_ca_system_score_gemma":0.006760098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007584204,"about_ca_topic_score_gemma":0.01325396,"domain_scores_codex":[0.998871,0.0002454745,0.0001656417,0.0001540794,0.0003687234,0.0001949962],"domain_scores_gemma":[0.9983597,0.0002380574,0.0001534022,0.0001013969,0.00078137,0.0003660879],"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":[0.000357021,0.0001790154,0.01657665,0.0009000622,0.00008601605,0.008194624,0.0004613936,0.0002606152,0.002901478,0.03292894,0.3371426,0.6000115],"study_design_scores_gemma":[0.00002604278,0.0001387932,0.008793359,0.001785386,0.00004074253,0.01229346,0.0003466157,0.0001556561,0.001030542,0.005744006,0.9696198,0.00002570388],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02483599,0.314238,0.008084392,0.125045,0.03401273,0.00028729,0.002699318,0.0008494092,0.4899478],"genre_scores_gemma":[0.2506513,0.2732604,0.01757054,0.09230219,0.02181745,0.0003592713,0.005721916,0.0003852677,0.3379317],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03347321,"threshold_uncertainty_score":0.1119791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01856447177950411,"score_gpt":0.264578769223059,"score_spread":0.2460142974435549,"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."}}