{"id":"W2028965599","doi":"10.1115/ipc2012-90663","title":"Recommended ITP for the Quality Assurance of Skelp-End Welds in Spiral Pipes","year":2012,"lang":"en","type":"article","venue":"","topic":"Non-Destructive Testing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVRAZ (Canada)","funders":"","keywords":"Quality assurance; Engineering; Welding; Quality (philosophy); Operations management; Mechanical engineering; Computer science; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007863553,0.00009856119,0.0001557814,0.00003920634,0.00002061129,0.000006546745,0.0001637515,0.0000564974,0.00004264041],"category_scores_gemma":[0.0002410481,0.0000734779,0.00004488563,0.0001109911,0.00003017567,0.0001426457,0.00002572024,0.0001133654,0.000002091448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004515674,"about_ca_system_score_gemma":0.000006516303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001789279,"about_ca_topic_score_gemma":0.0001289477,"domain_scores_codex":[0.9993379,0.00003456423,0.0002486569,0.00007556935,0.00007756313,0.0002257094],"domain_scores_gemma":[0.9989611,0.0007189147,0.00004021057,0.0002275298,0.00002884279,0.00002340595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006141226,0.0001984547,0.6355151,0.0007948169,0.0001206117,5.163685e-7,0.001390758,0.0001308291,0.07678358,0.2350109,0.01153412,0.03845888],"study_design_scores_gemma":[0.0006095142,0.00007279307,0.767492,0.00008701938,0.00001770021,0.000004167544,0.0001903931,0.001260952,0.1329829,0.09482834,0.002037868,0.0004163551],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.825645,0.0003427276,0.1237066,0.0004615917,0.0004284036,0.000674902,0.00002456779,0.0009012999,0.0478149],"genre_scores_gemma":[0.7772661,0.000007803163,0.2225721,0.0000277115,0.00004554273,0.00004988596,0.000001114863,0.00001486358,0.00001483599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1401826,"threshold_uncertainty_score":0.2996342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05280366275089975,"score_gpt":0.327063014853498,"score_spread":0.2742593521025982,"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."}}