{"id":"W4405361268","doi":"10.1115/ipc2024-132875","title":"A Pipeline Is a Pipeline Is a Pipeline, or Is It? Product Type, Project Differentiation, and Risk Today","year":2024,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"EXP (Canada)","funders":"","keywords":"Pipeline (software); Computer science; Product (mathematics); Risk analysis (engineering); Business; Operating system; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006814089,0.0002485797,0.0002624645,0.00138591,0.001450544,0.004585631,0.0005668565,0.0008273169,0.004157977],"category_scores_gemma":[0.01750116,0.0002235553,0.0003215506,0.00131706,0.00472088,0.004837405,0.002217983,0.001201842,0.0004250142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003418473,"about_ca_system_score_gemma":0.002371897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004189984,"about_ca_topic_score_gemma":0.006318768,"domain_scores_codex":[0.9955316,0.001685827,0.0002676164,0.0003562426,0.001779145,0.0003795269],"domain_scores_gemma":[0.9795586,0.007363053,0.006991015,0.001110742,0.003357315,0.001619194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009155326,0.0004624149,0.5752003,0.0003762186,0.0001642282,0.001233481,0.012007,0.01756673,0.004789866,0.2168604,0.006836229,0.1635876],"study_design_scores_gemma":[0.00008497421,0.001722662,0.5460406,0.001195562,0.0001762743,0.002647191,0.06965537,0.01784286,0.008338897,0.2544523,0.09756052,0.0002826804],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9125839,0.00181713,0.02020259,0.008371397,0.00006770631,0.00009641545,0.0001500452,0.00004596818,0.05666499],"genre_scores_gemma":[0.9950913,0.0003402791,0.001973652,0.0001178196,0.00001341842,0.00001731394,0.00002906089,0.0000117672,0.002405322],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.006814089,"threshold_uncertainty_score":0.03603679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02019516441429624,"score_gpt":0.2728210744521288,"score_spread":0.2526259100378325,"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."}}