{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001417851,0.000264711,0.0002709719,0.0001736324,0.00005688178,0.0001045672,0.0006934504,0.0002268456,0.00001817297],"category_scores_gemma":[0.0009812829,0.0002238081,0.0000955339,0.0003039108,0.0002497581,0.00002393619,0.0004880123,0.0002935442,0.0001993418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007871324,"about_ca_system_score_gemma":0.0006021415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008341067,"about_ca_topic_score_gemma":0.00003091803,"domain_scores_codex":[0.9973719,0.00007674337,0.0009492329,0.0002176497,0.0007480073,0.0006364311],"domain_scores_gemma":[0.9983938,0.00002166062,0.0001861913,0.0006335164,0.0003095256,0.0004552907],"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":[0.0007792753,0.001577577,0.04354608,0.002817717,0.0001191323,0.00001352417,0.002856493,0.000383956,0.003454885,0.001801614,0.2791516,0.6634981],"study_design_scores_gemma":[0.002458953,0.0006554612,0.0006917808,0.0001709014,0.000005195595,0.000009202985,0.0007008354,0.005676029,0.006355739,0.0003523401,0.9825001,0.0004234685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1580598,0.002735696,0.168254,0.002539897,0.009803426,0.2787729,0.000708858,0.0005877938,0.3785377],"genre_scores_gemma":[0.3081349,0.006409734,0.3990729,0.005450243,0.01309602,0.2307349,0.01028407,0.0008900857,0.02592719],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7033485,"threshold_uncertainty_score":0.912663,"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."}}