{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005683684,0.001548315,0.0005366809,0.001176422,0.0009627958,0.002339051,0.001654774,0.001165629,0.1113632],"category_scores_gemma":[0.001891383,0.001385837,0.001397292,0.00085236,0.0007504013,0.005812146,0.0024984,0.002271471,0.07093383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008008124,"about_ca_system_score_gemma":0.001503962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003496005,"about_ca_topic_score_gemma":0.004874187,"domain_scores_codex":[0.9994884,0.00004523373,0.00001988247,0.000150094,0.0002266166,0.00006974478],"domain_scores_gemma":[0.999463,0.0001018677,0.0000206192,0.0002003305,0.000166816,0.00004732961],"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":[0.0002211135,0.000141473,0.001167981,0.001106297,0.00007514095,0.0005456904,0.0008037954,0.01418511,0.0200022,0.1178605,0.3594432,0.4844475],"study_design_scores_gemma":[0.00005726911,0.00008606997,0.0004315141,0.0001236787,0.00004455272,0.0005201635,0.0001304356,0.02382837,0.01652939,0.04683467,0.9113572,0.000056765],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005847928,0.001125118,0.7029453,0.001101137,0.0005790557,0.000730841,0.004038787,0.112305,0.1713269],"genre_scores_gemma":[0.04913528,0.001816117,0.6993123,0.0009115002,0.0001112264,0.0004367587,0.01050348,0.01934199,0.2184314],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1113632,"threshold_uncertainty_score":0.372547,"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."}}