{"id":"W4405360375","doi":"10.1115/ipc2024-132939","title":"New Specifications for Steel Pipeline Induction and Cold Bends (CSA Z245.16 and Z245.17)","year":2024,"lang":"en","type":"article","venue":"Volume 3: Operations, Monitoring, and Maintenance; Materials and Joining","topic":"Induction Heating and Inverter Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Standards Association","funders":"","keywords":"Pipeline (software); Computer science; Materials science; Structural engineering; Engineering; Mechanical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00899375,0.001486334,0.0006912322,0.004948237,0.00219488,0.003317273,0.00348363,0.004277274,0.01633486],"category_scores_gemma":[0.01091141,0.001231222,0.001284693,0.00236832,0.001741247,0.002508923,0.001929338,0.003338863,0.01755927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005102943,"about_ca_system_score_gemma":0.01568079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03957228,"about_ca_topic_score_gemma":0.049636,"domain_scores_codex":[0.9814799,0.001496184,0.002037875,0.0006541976,0.01300284,0.001328842],"domain_scores_gemma":[0.9638011,0.001971141,0.00182604,0.002272093,0.02922729,0.0009023432],"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":[0.0005066983,0.0004665947,0.004131347,0.001543488,0.00002885964,0.001147525,0.002200532,0.01195746,0.1183626,0.1380726,0.4329318,0.2886505],"study_design_scores_gemma":[0.00003316597,0.0001676555,0.002542761,0.0003692632,0.00001607804,0.0003749259,0.0004010897,0.001970342,0.01706075,0.003221737,0.9737466,0.00009562557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04655153,0.004109579,0.4303707,0.01041433,0.0100151,0.004992941,0.01673109,0.01531391,0.4615009],"genre_scores_gemma":[0.1478301,0.00482236,0.4425285,0.005664561,0.001418573,0.003824454,0.02958569,0.003728443,0.3605973],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03957228,"threshold_uncertainty_score":0.07868385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0275669550818177,"score_gpt":0.2404314729156241,"score_spread":0.2128645178338064,"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."}}