{"id":"W2006463249","doi":"10.1115/ipc2006-10397","title":"Godin Lake Trial: X120 Field Welding","year":2006,"lang":"en","type":"article","venue":"Volume 3: Materials and Joining; Pipeline Automation and Measurement; Risk and Reliability, Parts A and B","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Consumables; Welding; Pipeline transport; Pipeline (software); Field (mathematics); Productivity; Line (geometry); Engineering; Environmental science; Mechanical engineering; Mathematics; Business","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":[0.001489698,0.0002996351,0.0005287174,0.000116125,0.0003496197,0.0003449186,0.00005224161,0.0002454621,0.0001744514],"category_scores_gemma":[0.0002699046,0.0002308097,0.00006538888,0.0001116563,0.0001467256,0.000224954,0.00005907544,0.0001883251,0.000003751949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002008054,"about_ca_system_score_gemma":0.00001515969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007147487,"about_ca_topic_score_gemma":0.000451797,"domain_scores_codex":[0.9981583,0.000146841,0.0007069026,0.0004223911,0.0002783268,0.0002872545],"domain_scores_gemma":[0.9993182,0.00008929811,0.0001296874,0.0001951846,0.0001296618,0.0001379769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009423387,0.001586926,0.2571869,0.01447676,0.001314825,0.00005696492,0.009210472,0.008778395,0.1573501,0.005578498,0.1322611,0.4027758],"study_design_scores_gemma":[0.04593967,0.002320041,0.2391611,0.001608246,0.002645013,0.0002084634,0.001769416,0.2442167,0.06610499,0.02718818,0.3642456,0.004592581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947997,0.00171443,0.0009520553,0.0008000888,0.0006122293,0.000407573,0.00005564374,0.0002393425,0.0004189431],"genre_scores_gemma":[0.9955167,0.003266654,0.0005228086,0.00008146686,0.000318815,0.00002780129,0.00003028972,0.00001943866,0.000216062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3981832,"threshold_uncertainty_score":0.9412145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428649274975846,"score_gpt":0.2200166812131872,"score_spread":0.2057301884634287,"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."}}