{"id":"W7070032944","doi":"","title":"untitled","year":2013,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Object (grammar); Focus (optics); Face (sociological concept); Work (physics); Process (computing)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001328535,0.001104969,0.0006057786,0.001874931,0.001483203,0.004301709,0.001837306,0.001665044,0.5694115],"category_scores_gemma":[0.01554648,0.0004384311,0.0008538565,0.002275373,0.001177903,0.003230512,0.0026763,0.002332196,0.3314421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001447024,"about_ca_system_score_gemma":0.002699685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005987559,"about_ca_topic_score_gemma":0.009739742,"domain_scores_codex":[0.9985194,0.0002421534,0.00007743661,0.0003778163,0.0006221219,0.0001611183],"domain_scores_gemma":[0.9946766,0.001695509,0.0001925112,0.001558051,0.001651532,0.0002257714],"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":[0.00023255,0.00003954766,0.000351846,0.0003988761,0.00001305582,0.0001319086,0.0002805998,0.0003767152,0.0008022611,0.01900533,0.8788755,0.09949187],"study_design_scores_gemma":[0.00003317147,0.00001403909,0.0003871275,0.000212599,0.00001148126,0.00008983002,0.0001371412,0.0008144313,0.001435203,0.01697026,0.9798669,0.00002785364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004601775,0.001792674,0.05073702,0.01154073,0.01970412,0.0003550678,0.1761392,0.02795989,0.7071695],"genre_scores_gemma":[0.04246104,0.001339686,0.03715787,0.006798913,0.00116943,0.0005474719,0.1049601,0.01365018,0.7919152],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4305885,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005096348183000208,"score_gpt":0.1996683877571084,"score_spread":0.1945720395741082,"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."}}