{"id":"W4244477520","doi":"10.1016/j.ncl.2011.08.005","title":"Preface","year":2011,"lang":"en","type":"article","venue":"Neurologic Clinics","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; London Health Sciences Centre","funders":"","keywords":"Medicine","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004757875,0.0001334454,0.0001645545,0.00004296626,0.00005278798,0.000009112944,0.0003792935,0.0001399358,0.0009517579],"category_scores_gemma":[0.0007813625,0.0001122668,0.0000869123,0.0001685854,0.0001151497,0.00007045066,0.0001362656,0.0003492842,0.01845175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006460213,"about_ca_system_score_gemma":0.00002286364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006771587,"about_ca_topic_score_gemma":0.000007045432,"domain_scores_codex":[0.9987173,0.0001551929,0.0002937851,0.0003618197,0.000163287,0.0003086118],"domain_scores_gemma":[0.9989262,0.0001869398,0.0001453781,0.0005993078,0.0000477829,0.00009438911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001702912,0.002152424,0.9055975,0.00002717032,0.00006229024,0.0007358963,0.001745737,0.00008851645,0.00272544,0.01163012,0.05047143,0.02306053],"study_design_scores_gemma":[0.001545905,0.003100412,0.699457,0.000002996417,0.00009370858,0.00007921151,0.00003578705,0.001403321,0.001077937,0.02919612,0.2634476,0.0005599916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9077871,0.00004926787,0.00002452913,0.00008546243,0.0005628358,0.0001626804,0.00001379908,0.0005669186,0.09074738],"genre_scores_gemma":[0.9953864,0.00002119238,0.001021418,0.00285451,0.00007109612,0.00001119286,0.000002726144,0.00004548418,0.0005860103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2129761,"threshold_uncertainty_score":0.9999615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2149156929130184,"score_gpt":0.3218505742163373,"score_spread":0.1069348813033189,"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."}}