{"id":"W2309886244","doi":"","title":"Linux + Certification Bible","year":2002,"lang":"en","type":"book","venue":"John Wiley & Sons, Inc. eBooks","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"GNU/Linux; Operating system; Linux kernel; Linux Unified Key Setup; Minimalism (technical communication); Computer science; System call; File system; Software; Troubleshooting; Embedded system","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005998878,0.0006828018,0.0007710591,0.0006048499,0.0003958954,0.0007714807,0.002659714,0.0007421826,0.00005222524],"category_scores_gemma":[0.00003887625,0.0006838792,0.0003320122,0.0002395544,0.00009354448,0.0001893608,0.0005798072,0.0008689038,0.002638458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003665314,"about_ca_system_score_gemma":0.000686308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000757447,"about_ca_topic_score_gemma":0.00001721715,"domain_scores_codex":[0.9959433,0.0001910736,0.001002001,0.001235124,0.0008742772,0.0007542168],"domain_scores_gemma":[0.9962326,0.0001891702,0.0007875388,0.002209208,0.0002743411,0.0003071124],"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":[0.000004582493,0.00005157025,0.00001540714,0.0001509375,0.00008764995,0.00005426478,0.0004632235,0.00008136477,0.00002526652,0.01844897,0.9274498,0.05316698],"study_design_scores_gemma":[0.0002642221,0.00008818125,0.00002214552,0.0007016846,0.00003923854,0.00005820716,0.000005637678,0.01698154,0.00003962517,0.004824538,0.9762031,0.0007718902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003339735,0.002334121,0.07471059,0.0004320784,0.003186185,0.0008602304,0.0001513742,0.001385949,0.9169061],"genre_scores_gemma":[0.008403722,0.0001340863,0.004572708,0.0005952022,0.001767614,0.0000913253,0.0004171441,0.0001057848,0.9839124],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07013788,"threshold_uncertainty_score":0.9995613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03108632890531754,"score_gpt":0.2341340357635721,"score_spread":0.2030477068582545,"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."}}