{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003009184,0.000425499,0.0004915201,0.0003221037,0.0001298427,0.000257605,0.0002063069,0.0002212973,0.004935789],"category_scores_gemma":[0.0002668618,0.0002741755,0.000214398,0.001309606,0.00008521084,0.0002764514,0.00008195498,0.0005084162,0.0002422548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007531213,"about_ca_system_score_gemma":0.00008046984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442491,"about_ca_topic_score_gemma":0.0007851478,"domain_scores_codex":[0.9978446,0.00005681161,0.0006505619,0.000715744,0.0003410196,0.0003912821],"domain_scores_gemma":[0.9988731,0.0001476847,0.00004901877,0.0005317456,0.0002805121,0.0001179988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008422896,0.00005836226,0.0008828131,0.0008768854,0.0004753922,0.00001225107,0.004892432,0.0002178544,0.0008621092,0.00007303245,0.9621525,0.02941207],"study_design_scores_gemma":[0.0004126582,0.00007667558,0.0004949943,0.0002061888,0.0007751774,0.00004649575,0.0006022596,0.8025248,0.02319619,0.0007923118,0.1702011,0.000671152],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8455144,0.02411446,0.05506539,0.04113913,0.004799845,0.003367757,0.001692346,0.004205848,0.02010078],"genre_scores_gemma":[0.8797478,0.009256893,0.002556411,0.001258415,0.0009286529,0.00004344569,0.00009765095,0.00009229575,0.1060184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.802307,"threshold_uncertainty_score":0.999971,"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."}}