{"id":"W4379347093","doi":"10.1017/cjn.2023.66","title":"CNSF 2023 Society Prize Winners","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Content (measure theory); Computer science; Business; Internet privacy; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"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":["metaresearch","sts"],"category_scores_codex":[0.03889495,0.0004702013,0.0008649035,0.002352413,0.00589093,0.006060171,0.01222426,0.0004494674,0.0005966272],"category_scores_gemma":[0.02945712,0.0002874842,0.0007178051,0.0102493,0.01066283,0.005020583,0.000401673,0.002744866,0.0001267105],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002906193,"about_ca_system_score_gemma":0.006561502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352573,"about_ca_topic_score_gemma":0.02225118,"domain_scores_codex":[0.9884893,0.001958002,0.002115765,0.001120358,0.003800285,0.002516259],"domain_scores_gemma":[0.989071,0.003959008,0.001805139,0.000382985,0.001298317,0.003483588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004869075,0.0000221084,0.7818077,0.000003693744,0.00002587612,0.00406256,0.001019038,0.007452252,0.00004747793,0.001932205,0.1887542,0.01482423],"study_design_scores_gemma":[0.0008775211,0.0373771,0.4325694,0.00008444016,0.00006990924,0.02583738,0.004876988,0.01423134,0.0001004724,0.3038138,0.1788911,0.001270526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603991,0.0006780437,0.00007159066,0.02485715,0.003110144,0.0001574991,0.00002713742,0.0000566364,0.01064271],"genre_scores_gemma":[0.988898,0.000457112,0.001293302,0.007758051,0.0007831317,0.00000319371,6.17461e-7,0.00001758303,0.0007890304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3492383,"threshold_uncertainty_score":0.9999577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1179104154735815,"score_gpt":0.3667459624057968,"score_spread":0.2488355469322153,"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."}}