{"id":"W2059611438","doi":"10.1115/ipc2002-27307","title":"Enbridge Comparison of Crack Detection In-Line Inspection Tools","year":2002,"lang":"en","type":"article","venue":"4th International Pipeline Conference, Parts A and B","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Pipeline transport; Line (geometry); Ultrasonic testing; Power (physics); Engineering; Acoustics; Structural engineering; Mechanical engineering; Ultrasonic sensor; Physics; Geometry; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.00009286275,0.0001193311,0.0001783538,0.0001973141,0.00002401267,0.00003965063,0.00009946681,0.00006254311,0.0001214688],"category_scores_gemma":[0.0001140719,0.0001232731,0.0000252477,0.0001176198,0.00005501895,0.0002069997,0.00002839271,0.000166328,0.000009138746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005006213,"about_ca_system_score_gemma":0.000005050753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003844365,"about_ca_topic_score_gemma":0.0001218396,"domain_scores_codex":[0.9992208,0.00001565405,0.0003553972,0.0001489589,0.0001464858,0.0001127293],"domain_scores_gemma":[0.99959,0.00005811452,0.00007396266,0.00009144865,0.0001526114,0.00003384069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000151971,0.000864876,0.2261579,0.00033547,0.0001590006,0.00002816444,0.002285966,0.002823878,0.1554242,0.08220506,0.008448417,0.5211151],"study_design_scores_gemma":[0.0007953747,0.0001776663,0.04739302,0.0002099001,0.00001641871,0.00003274603,0.00007234627,0.8756008,0.05293338,0.0189708,0.003445423,0.0003521451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.892537,0.0001587797,0.0566962,0.0001248514,0.0005463694,0.0001814878,0.00002315917,0.0004414519,0.04929069],"genre_scores_gemma":[0.9944921,0.0000839445,0.005180504,0.00001235592,0.0001167701,0.00001693312,0.00001384442,0.00001243679,0.00007117528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8727769,"threshold_uncertainty_score":0.5026931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07031553322077412,"score_gpt":0.2939725562013002,"score_spread":0.2236570229805261,"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."}}