{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006594487,0.0009066478,0.0004645811,0.002024305,0.002173483,0.004132139,0.0008858433,0.001083872,0.5586703],"category_scores_gemma":[0.001598128,0.0003510261,0.0004037555,0.003408214,0.0003923551,0.001440918,0.001113199,0.00103667,0.2697842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0062145,"about_ca_system_score_gemma":0.007520651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1845341,"about_ca_topic_score_gemma":0.3690791,"domain_scores_codex":[0.999146,0.00003743907,0.00002614264,0.00007719681,0.0006076251,0.0001056756],"domain_scores_gemma":[0.9986544,0.0000555787,0.00002559566,0.00007223476,0.001015537,0.0001766945],"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":[0.00001644279,0.00000593432,0.00005601138,0.00004767985,7.921826e-7,0.00001590647,0.00001977079,0.00006166295,0.0001169878,0.0007322102,0.984712,0.01421476],"study_design_scores_gemma":[0.000002087041,0.000003876356,0.0003022121,0.00001715458,5.241017e-7,0.000005037567,0.00002880665,0.00001758945,0.000044166,0.000118154,0.9994587,0.00000151792],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001114421,0.003062584,0.000831807,0.004124936,0.008191167,0.000237484,0.02625098,0.0007522371,0.9554344],"genre_scores_gemma":[0.001330887,0.0008366602,0.0001771367,0.0001889525,0.0002436805,0.00002512354,0.006726117,0.0001838548,0.9902875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4413297,"threshold_uncertainty_score":0.6295033,"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."}}