{"id":"W4236334287","doi":"10.2174/1568006013338097","title":"Preface","year":2001,"lang":"en","type":"article","venue":"Current Drug Targets - Cardiovascular & Hematological Disorders","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Robarts Clinical Trials","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":[],"category_scores_codex":[0.001366828,0.00095241,0.00171661,0.0002776271,0.0004758524,0.0001294555,0.001110512,0.0002676342,0.000893034],"category_scores_gemma":[0.0006754931,0.0007990245,0.003538671,0.001299963,0.0005925169,0.0004615993,0.0004718548,0.0009102494,0.008741282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001880831,"about_ca_system_score_gemma":0.00008069176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004677948,"about_ca_topic_score_gemma":0.00003203992,"domain_scores_codex":[0.9929479,0.0008655623,0.0008757843,0.001739918,0.001798247,0.001772541],"domain_scores_gemma":[0.9968398,0.0001694013,0.0001999941,0.0019659,0.0001963745,0.00062856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009615338,0.01007031,0.2566456,0.001723158,0.01381876,0.001363134,0.003026512,0.02321589,0.0004315752,0.03230019,0.2664646,0.3899787],"study_design_scores_gemma":[0.002411932,0.00004020385,0.009293563,0.00009589778,0.0005789079,0.0002201035,0.0003466762,0.000756227,0.0001889306,0.00715628,0.9774844,0.001426896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5073403,0.4341255,0.01800797,0.0008859743,0.003208547,0.003488966,0.0001267308,0.003701006,0.02911504],"genre_scores_gemma":[0.9909675,0.007270401,0.0005396189,0.00007564297,0.0001978339,0.0003952794,0.0002045165,0.0001966062,0.0001526068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7110198,"threshold_uncertainty_score":0.9994461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02253035807492237,"score_gpt":0.2663686206527159,"score_spread":0.2438382625777936,"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."}}