{"id":"W2057590741","doi":"10.5692/clinicalneurol.50.778","title":"World Neurology: Challenges, Opportunities and Priorities","year":2010,"lang":"en","type":"article","venue":"Rinsho Shinkeigaku","topic":"Neurology and Historical Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Pace; Subspecialty; Promotion (chess); Leverage (statistics); Variety (cybernetics); Public relations; Quality (philosophy); Creativity; Business; Quality of life (healthcare); Value (mathematics); Medicine; Political science; Psychiatry; Nursing; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001429181,0.0001894532,0.0002345023,0.0001297407,0.0004579383,0.0000353284,0.0002431528,0.000111844,0.0001046561],"category_scores_gemma":[0.0003032456,0.0001701007,0.00004438555,0.00009414948,0.0007653909,0.0001706204,0.0002115736,0.0007241605,0.00005071262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005798624,"about_ca_system_score_gemma":0.00002321019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001677178,"about_ca_topic_score_gemma":0.0007749572,"domain_scores_codex":[0.9987267,0.0001019886,0.0001774902,0.0004730247,0.0001640962,0.0003566674],"domain_scores_gemma":[0.9989893,0.0005147504,0.00006012871,0.0002754325,0.00001936266,0.0001410198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002020215,0.000124725,0.004060964,0.00005820449,0.00001291587,0.0005605888,0.001652774,3.978488e-7,0.02331512,0.9407442,0.003645274,0.02562285],"study_design_scores_gemma":[0.0002951698,0.0001967852,0.03807625,0.000003129164,0.00001387593,0.0001388485,0.00004129217,0.00001331657,0.002657222,0.01259647,0.9457235,0.0002441694],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8636113,0.001555919,0.000001721862,0.02189866,0.001890406,0.0001639667,0.00001361033,0.0003035914,0.1105608],"genre_scores_gemma":[0.9865057,0.004375487,0.00003668355,0.004528366,0.0002947343,0.00002730446,3.901526e-7,0.00002124175,0.004210034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9420782,"threshold_uncertainty_score":0.6936503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1288913539902482,"score_gpt":0.2678401220481111,"score_spread":0.1389487680578629,"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."}}