{"id":"W1544570183","doi":"","title":"A study of pipeline response during reel-lay installation","year":2014,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Memorial University of Newfoundland; Research and Development Corporation of Newfoundland and Labrador; Strong","keywords":"Ovality; Structural engineering; Finite element method; Engineering; Bending; Offset (computer science); Welding; Pipeline (software); Mechanical engineering; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001292539,0.0005171035,0.000995392,0.002841524,0.001076198,0.0001023875,0.001365657,0.001001164,0.00008359944],"category_scores_gemma":[0.000450265,0.0006201791,0.0004591343,0.002643274,0.0002681265,0.000542219,0.0002570917,0.001994678,0.00002490302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001668831,"about_ca_system_score_gemma":0.0004550888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002937116,"about_ca_topic_score_gemma":0.003603783,"domain_scores_codex":[0.9941707,0.002189451,0.0005858165,0.0008762958,0.001528767,0.0006489235],"domain_scores_gemma":[0.9963834,0.0006436655,0.0002813688,0.001000323,0.001364912,0.0003263027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.1978523,0.002796322,0.002070199,0.004975698,0.006094876,0.01023172,0.03701073,0.06742752,0.6590276,0.001966766,0.008305103,0.002241232],"study_design_scores_gemma":[0.05445935,0.009797103,0.04752217,0.002914991,0.007240388,0.0001338783,0.4065328,0.01520618,0.2562235,0.0004778895,0.1909264,0.008565378],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602228,0.0000304406,0.00003315538,0.00001385935,0.006594149,0.0009076376,0.00003642221,0.0002678226,0.0318937],"genre_scores_gemma":[0.9428263,0.00009148624,0.00003806316,4.655789e-7,0.001971193,5.762096e-7,0.0001447144,0.00005846182,0.05486875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4028041,"threshold_uncertainty_score":0.999625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01929307132402511,"score_gpt":0.2562570955621188,"score_spread":0.2369640242380937,"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."}}