{"id":"W4402058570","doi":"10.1061/9780784485569","title":"Pipelines 2024","year":2024,"lang":"en","type":"paratext","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Computer science; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005848503,0.0009200199,0.0003865812,0.001998165,0.002553931,0.003685206,0.0009181761,0.0009995883,0.511529],"category_scores_gemma":[0.001189166,0.000369267,0.0003698162,0.003244469,0.0004540923,0.001079696,0.001051878,0.0009698757,0.1970652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007884865,"about_ca_system_score_gemma":0.01032534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.322283,"about_ca_topic_score_gemma":0.5726625,"domain_scores_codex":[0.9991799,0.00002901939,0.00001861766,0.00007031596,0.0006050321,0.00009712027],"domain_scores_gemma":[0.9989027,0.00003790788,0.00001915332,0.00005576265,0.0008267482,0.0001577413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000173141,0.000007196402,0.00007734457,0.00004458637,8.727878e-7,0.00002247213,0.00003094985,0.00009492437,0.0001855899,0.001134266,0.977674,0.02071044],"study_design_scores_gemma":[0.000001676754,0.000003962585,0.0003494496,0.0000133852,4.919597e-7,0.000005677186,0.00003433827,0.00002047907,0.00005452212,0.0001180049,0.9993966,0.000001518214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001184819,0.00230082,0.0009422027,0.002654482,0.004377166,0.000219805,0.01619824,0.0006017619,0.9715208],"genre_scores_gemma":[0.001172767,0.0005593994,0.0001864468,0.0001037295,0.0001063826,0.00001743745,0.003756137,0.0001203277,0.9939774],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.511529,"threshold_uncertainty_score":0.6967446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01198551731493779,"score_gpt":0.2511261088900703,"score_spread":0.2391405915751325,"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."}}