{"id":"W3122302554","doi":"10.1115/ipc2020-9268","title":"Near Neutral pH Stress Corrosion Crack Growth Model Evaluation: PipeOnline™","year":2020,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Pipeline transport; Calibration; Corrosion; Stress corrosion cracking; Pipeline (software); Stress (linguistics); Computer science; Feature (linguistics); Structural engineering; Engineering; Materials science; Mechanical engineering; Mathematics; Metallurgy; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.00008692923,0.0001475133,0.0001828501,0.00002376186,0.00008150494,0.0000716286,0.0001700567,0.0001182148,0.0006989172],"category_scores_gemma":[0.00007267079,0.0001185661,0.0001271616,0.0002563063,0.00004560044,0.0001971417,0.00003068592,0.0002728404,0.00008982296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004368329,"about_ca_system_score_gemma":0.000028123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005958633,"about_ca_topic_score_gemma":0.00005447444,"domain_scores_codex":[0.9991215,0.00002621102,0.0002249072,0.0002065372,0.0002467551,0.00017412],"domain_scores_gemma":[0.9995115,0.00003113236,0.00001722354,0.0001523868,0.0001531605,0.0001345553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000008515928,0.000009128648,0.0002436396,0.00006033063,0.00001823273,7.932231e-7,0.0003651543,0.9932275,0.002473504,0.0006001582,0.002298231,0.0006948411],"study_design_scores_gemma":[0.0001939973,0.00001953061,0.0002779298,0.00000918438,0.00008197761,8.948572e-7,0.0001153134,0.9844839,0.01318678,0.001391746,0.00008150293,0.0001572391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9407585,0.0002607203,0.04614586,0.00396245,0.000301256,0.0002587296,0.00004759034,0.0006190129,0.007645843],"genre_scores_gemma":[0.9951752,0.00004248356,0.004050588,0.0004153993,0.0001440715,0.000006914603,0.00005457588,0.0000156605,0.00009506852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0544167,"threshold_uncertainty_score":0.7652653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03071688052039472,"score_gpt":0.2522433879226881,"score_spread":0.2215265074022933,"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."}}