{"id":"W7069177368","doi":"","title":"9780472904396.pdf","year":2024,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Defence Research and Development Canada; Innovationsfonden; University of Minnesota; University of Cambridge; Yale University; Northwestern University; U.S. Department of State","keywords":"Geopolitics; Securitization; Politics; Arctic; Security studies; Identity (music); The arctic; International security","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"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":[0.0003041591,0.0003878214,0.0002478058,0.0001142097,0.0001044475,0.000252476,0.0007084765,0.0003451688,0.5122437],"category_scores_gemma":[0.0001215562,0.0002943315,0.0001765228,0.0001593651,0.0001551517,0.000005350771,0.0003908974,0.000405596,0.9485556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003046439,"about_ca_system_score_gemma":0.0001287947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007577853,"about_ca_topic_score_gemma":0.0001237291,"domain_scores_codex":[0.9985224,0.00008701757,0.000333476,0.0004439176,0.0003033967,0.0003097826],"domain_scores_gemma":[0.9986123,0.00001912058,0.0002787797,0.0009694077,0.00004427645,0.00007610086],"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":[0.0000143493,0.00002447219,0.0000670271,0.0001862866,0.0003183781,0.000003570271,0.00004774856,0.000013493,0.0004476851,0.0007821024,0.1291664,0.8689285],"study_design_scores_gemma":[0.0001803087,0.00006795326,0.00004018808,0.00009927517,0.0001009901,0.0000323391,0.00002729124,0.000127144,0.0001602159,0.0002091912,0.9985825,0.0003726248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003296089,0.00002490323,0.0009656323,0.0007424742,0.001133782,0.0004851378,4.112269e-8,0.0001149666,0.9965001],"genre_scores_gemma":[0.0006387893,0.0002384899,0.001665216,0.0008397492,0.001458579,0.00007199813,0.001522098,0.0005380501,0.993027],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8694161,"threshold_uncertainty_score":0.9999509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006137055880492946,"score_gpt":0.2635969665918195,"score_spread":0.2574599107113266,"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."}}