{"id":"W4398781435","doi":"10.1017/cjn.2024.66","title":"CNSF 2024 Society Prize Winners","year":2024,"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":"Medicine; Philosophy","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","insufficient_payload"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.03184858,0.000491659,0.0007915485,0.002019292,0.004151413,0.0127962,0.01032556,0.0004465384,0.001167781],"category_scores_gemma":[0.0164952,0.0002851569,0.0008154732,0.006451173,0.01064881,0.006544549,0.0002904163,0.003580801,0.00006397095],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003948696,"about_ca_system_score_gemma":0.009317071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001086606,"about_ca_topic_score_gemma":0.01619818,"domain_scores_codex":[0.9895209,0.001666813,0.0020659,0.001235839,0.003437944,0.002072575],"domain_scores_gemma":[0.9905538,0.003870701,0.0009918051,0.0003309546,0.001002561,0.003250169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000706435,0.0000418184,0.5918232,0.00001613482,0.00007305088,0.01201675,0.002446075,0.005577348,0.00007346791,0.01053294,0.3202566,0.05707193],"study_design_scores_gemma":[0.000455773,0.03716246,0.06422678,0.000204848,0.00011365,0.06101469,0.002861485,0.02053339,0.0001003171,0.3721457,0.4399704,0.001210563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.943042,0.005220425,0.0002704068,0.02662007,0.006589121,0.0001513435,0.00002653109,0.00004958768,0.01803053],"genre_scores_gemma":[0.9879568,0.0005141561,0.002154614,0.007222758,0.001118268,0.000002554529,2.717804e-7,0.00001943151,0.001011149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5275964,"threshold_uncertainty_score":0.9999601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09081361309562688,"score_gpt":0.3627825071921822,"score_spread":0.2719688940965553,"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."}}