{"id":"W3199300008","doi":"10.1007/978-1-4842-7252-7_8","title":"Build Automated Pipeline","year":2021,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thornhill Medical (Canada)","funders":"","keywords":"Pipeline (software); Computer science; Software engineering; Software; Reading (process); Programming language","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002432116,0.0004120783,0.0005456764,0.0001170227,0.0001356406,0.0001740423,0.001208697,0.0005035896,0.00008051535],"category_scores_gemma":[0.00002236162,0.0003582782,0.0002508665,0.00002217052,0.00009910009,0.0001167276,0.0007038909,0.000436672,0.0003239678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006744981,"about_ca_system_score_gemma":0.0002292015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003155986,"about_ca_topic_score_gemma":0.000008958466,"domain_scores_codex":[0.9977977,0.00003184584,0.0005324111,0.0008008466,0.0004954725,0.0003417142],"domain_scores_gemma":[0.9974063,0.00009970291,0.0002402346,0.001850396,0.0002638414,0.000139498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001972815,0.00006506369,0.00006295109,0.001070876,0.0003465082,0.0005597993,0.0009287869,0.00008225586,0.0003033347,0.7044934,0.1004468,0.1916205],"study_design_scores_gemma":[0.0003597568,0.00004753749,0.00002803428,0.000702799,0.00004390739,0.00009571686,0.000002507297,0.01090987,0.001353784,0.007315523,0.9783531,0.0007874055],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005707032,0.001076425,0.02139136,0.0001098301,0.001897763,0.0003793647,0.00001821194,0.00267139,0.9723986],"genre_scores_gemma":[0.00589832,0.00004028915,0.005018338,0.0004255973,0.00043304,0.0000310335,0.0000287067,0.00005944926,0.9880652],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8779063,"threshold_uncertainty_score":0.9998869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01628527089355022,"score_gpt":0.239251997398488,"score_spread":0.2229667265049377,"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."}}