{"id":"W2330721500","doi":"10.1017/s0317167100004352","title":"Neurologists and the Numbers","year":2005,"lang":"en","type":"editorial","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Neurology and Historical Studies","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services","funders":"","keywords":"Action (physics); Content (measure theory); Medicine; Psychology; Computer science; Mathematics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.008140459,0.0008979538,0.001521483,0.001098978,0.009342942,0.001503391,0.005532469,0.001012856,0.0001329076],"category_scores_gemma":[0.03834298,0.0005036985,0.0005970373,0.001587868,0.05270897,0.001025293,0.0003702945,0.006916722,0.0000168589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000324881,"about_ca_system_score_gemma":0.00465056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0018974,"about_ca_topic_score_gemma":0.06233615,"domain_scores_codex":[0.9879568,0.004453072,0.001724245,0.001416584,0.002059835,0.002389428],"domain_scores_gemma":[0.9822133,0.01254299,0.002246108,0.0003456126,0.0005729291,0.00207912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001583913,0.0001067447,0.02862359,0.000043318,0.00006790892,0.02258506,0.001352801,0.001445679,0.00003011359,0.008259598,0.9288992,0.007002068],"study_design_scores_gemma":[0.00139885,0.03915229,0.00172888,0.0000456441,0.0001858409,0.02098775,0.00005405803,0.0002424453,0.00003691586,0.02842679,0.9069783,0.0007621913],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5437127,0.009191979,0.000008388401,0.0234748,0.4121729,0.0005138119,0.00007691904,0.00006553542,0.01078297],"genre_scores_gemma":[0.7328065,0.01305921,0.0003447926,0.01560659,0.237749,0.00001785191,6.777997e-7,0.00006586478,0.0003495357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1890938,"threshold_uncertainty_score":0.9998481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0303149408428302,"score_gpt":0.2722416606298254,"score_spread":0.2419267197869952,"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."}}