{"id":"W4230378393","doi":"10.2174/1568006023337547","title":"Preface","year":2002,"lang":"en","type":"article","venue":"Current Drug Targets - Cardiovascular & Hematological Disorders","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001001344,0.0009444198,0.001691599,0.0002632453,0.000473652,0.0001295002,0.001088037,0.0002653787,0.002377402],"category_scores_gemma":[0.0006940322,0.0007958396,0.003595531,0.001081174,0.0006201454,0.0004443006,0.0004347874,0.0009441625,0.01762619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691894,"about_ca_system_score_gemma":0.00002456564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002200147,"about_ca_topic_score_gemma":0.00001247631,"domain_scores_codex":[0.9930581,0.0008634862,0.000863841,0.001717422,0.00181067,0.001686461],"domain_scores_gemma":[0.9968808,0.0001716969,0.0001981623,0.001978166,0.0001645386,0.0006066109],"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":[0.0001757746,0.008610444,0.0417133,0.001709122,0.00949123,0.0004460373,0.003731203,0.01116097,0.0002129062,0.01933904,0.6001793,0.3032307],"study_design_scores_gemma":[0.002623623,0.00004655842,0.002949119,0.0001054902,0.000662015,0.0001099978,0.0002854948,0.003646764,0.0002658172,0.004092842,0.9835495,0.001662797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1858447,0.7578139,0.007442005,0.001010275,0.003232956,0.003492756,0.0001906341,0.003797225,0.03717556],"genre_scores_gemma":[0.9921743,0.006135392,0.0005629999,0.0000726548,0.0001667047,0.000383006,0.000105764,0.0001939674,0.0002051985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8063296,"threshold_uncertainty_score":0.9994493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03045326475615731,"score_gpt":0.2481317061975119,"score_spread":0.2176784414413546,"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."}}