{"id":"W2807416960","doi":"","title":"The Y_dcd_zju Slot Filling System for TAC KBP 2017.","year":2017,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001979355,0.001128322,0.001180805,0.00294849,0.001414462,0.004317079,0.00278476,0.001296695,0.06241449],"category_scores_gemma":[0.008355636,0.0008351209,0.0007388407,0.002536065,0.0008402654,0.004571221,0.00398497,0.001333963,0.05449648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001417074,"about_ca_system_score_gemma":0.003131964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009504566,"about_ca_topic_score_gemma":0.008417075,"domain_scores_codex":[0.9984466,0.0002840812,0.0002103191,0.0002866896,0.0005662668,0.0002059323],"domain_scores_gemma":[0.9974748,0.0004993589,0.0001152166,0.0009248256,0.0008385353,0.0001471781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001381207,0.0001215732,0.001241827,0.0007605522,0.00008068445,0.0003541522,0.0008051512,0.002954549,0.01799638,0.0450086,0.4696026,0.4596928],"study_design_scores_gemma":[0.0002274149,0.0001644879,0.0009129639,0.0003325577,0.00007513622,0.0004041249,0.000529411,0.05293486,0.05261021,0.04319208,0.848424,0.0001928033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01150114,0.002205156,0.5744152,0.001326328,0.001708336,0.0007364239,0.04151149,0.2927442,0.0738517],"genre_scores_gemma":[0.1626103,0.001749866,0.5949493,0.001484003,0.0007788823,0.002035921,0.1146125,0.02577639,0.09600285],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06241449,"threshold_uncertainty_score":0.2087972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237588139952087,"score_gpt":0.3258436858131628,"score_spread":0.303467804413642,"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."}}