{"id":"W7068173273","doi":"","title":"Q&A","year":2012,"lang":"en","type":"article","venue":"WBI Studies Repository","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Action (physics); Relation (database); Natural (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00175953,0.0007027214,0.0009145549,0.001852417,0.003119664,0.008671694,0.002047425,0.002880852,0.9139369],"category_scores_gemma":[0.0114354,0.0007022269,0.001000723,0.001632169,0.001230417,0.004024527,0.003702175,0.002155704,0.8926871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622022,"about_ca_system_score_gemma":0.002785651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005878014,"about_ca_topic_score_gemma":0.006969665,"domain_scores_codex":[0.998749,0.000155705,0.0000719649,0.0002382295,0.0006329558,0.0001521395],"domain_scores_gemma":[0.9915325,0.00123331,0.0002854433,0.001347108,0.004304784,0.001296829],"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":[0.00003227675,0.00002007362,0.00007554748,0.00006168064,0.000001920182,0.00004244771,0.00003651364,0.0000272426,0.0001893224,0.002770187,0.9611371,0.03560574],"study_design_scores_gemma":[0.00001067202,0.00000936231,0.0001760501,0.00002876112,8.825302e-7,0.00003793823,0.00002806456,0.00006182491,0.0001135335,0.0008362003,0.9986904,0.000006186203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002759089,0.0001987015,0.002001798,0.004596257,0.002162762,0.0002468903,0.004886365,0.009910081,0.9757212],"genre_scores_gemma":[0.001666784,0.0001513667,0.0008562603,0.001955539,0.0003112505,0.0000836672,0.002029889,0.002481228,0.990464],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08606315,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0248802566881662,"score_gpt":0.3225941779979605,"score_spread":0.2977139213097943,"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."}}