{"id":"W4402058791","doi":"10.1061/9780784485590","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":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004617226,0.0002921985,0.0003657919,0.0001861962,0.00002301524,0.0001156669,0.0002008178,0.0005245697,0.08638451],"category_scores_gemma":[0.00001017241,0.0002041686,0.0003289943,0.0003139947,0.00004120918,0.00003885138,0.00004155314,0.0009029343,0.1357697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006678465,"about_ca_system_score_gemma":0.00001878035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001301349,"about_ca_topic_score_gemma":0.0000800155,"domain_scores_codex":[0.9991245,0.000008915883,0.0002718334,0.0002518309,0.0001435486,0.0001993368],"domain_scores_gemma":[0.9995731,0.00004048911,0.000009649193,0.0002764188,0.00004083582,0.00005953198],"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":[4.791015e-7,0.000001347818,1.06229e-7,0.0006889995,0.0002365238,0.000003597534,0.00002094474,0.0102164,0.00007847363,0.00009949384,0.9869261,0.001727486],"study_design_scores_gemma":[0.00001665017,0.000004502506,4.484718e-7,0.000119468,0.0001461362,0.000006125596,0.00003416373,0.02102997,0.001047022,0.0006388494,0.9766673,0.0002893229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001649442,0.02185974,0.0006774397,0.000315747,0.02039483,0.00007907356,0.0001437179,0.0003807408,0.9559838],"genre_scores_gemma":[0.002869225,0.004133377,0.0002188586,0.00006489369,0.00154973,0.00001142654,0.0001720617,0.000055968,0.9909245],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04938519,"threshold_uncertainty_score":0.9144506,"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."}}