{"id":"W3004615581","doi":"10.1002/0471250953.bia01cs51","title":"Unix Survival Guide","year":2015,"lang":"en","type":"article","venue":"Current Protocols in Bioinformatics","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Amgen (Canada); University of Toronto; Ontario Institute for Cancer Research","funders":"","keywords":"Unix; Operating system; Unix architecture; Computer science; Unix filesystem; Interface (matter); Line (geometry); System call; Programming language; Software","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003252643,0.00201059,0.001425566,0.00504321,0.001472762,0.004699367,0.003596301,0.002288264,0.6467133],"category_scores_gemma":[0.01345802,0.001523514,0.001025548,0.004313739,0.0006126375,0.005419392,0.00388145,0.003492246,0.722926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001589789,"about_ca_system_score_gemma":0.002848487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003613291,"about_ca_topic_score_gemma":0.00307685,"domain_scores_codex":[0.9981064,0.0003860232,0.000256852,0.0002834973,0.0007160478,0.0002511604],"domain_scores_gemma":[0.9944646,0.00126373,0.0003284248,0.001155896,0.002041991,0.000745465],"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":[0.0000534026,0.0000195968,0.0001153853,0.00017203,0.000002621776,0.00003701129,0.00005447753,0.0000835285,0.0001742905,0.003006791,0.9430675,0.05321338],"study_design_scores_gemma":[0.000008534505,0.00001006426,0.0001475685,0.00008819375,0.000001462632,0.00005819853,0.000015355,0.00007860874,0.0001487818,0.001716867,0.997717,0.000009370524],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.001279192,0.004415646,0.06341667,0.00616421,0.004312706,0.0009855401,0.2022085,0.2089181,0.5082994],"genre_scores_gemma":[0.004122927,0.004275678,0.04335157,0.00412817,0.0009798083,0.001850291,0.2062057,0.05834784,0.6767381],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.6467133,"threshold_uncertainty_score":0.5039207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09029082316120539,"score_gpt":0.398473927243156,"score_spread":0.3081831040819506,"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."}}