{"id":"W7033805653","doi":"","title":"Review of Current Developments on High Strength Pipeline Steels for HIC Inducing Service","year":2022,"lang":"en","type":"article","venue":"Frattura ed Integrità Strutturale","topic":"Working Capital and Financial Performance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Pipeline (software); Cracking; High-strength low-alloy steel; Pipeline transport; Alloy; Process (computing); Current (fluid)","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":[0.0004079342,0.0002876771,0.0004350165,0.0001790028,0.0003903615,0.00006699179,0.0005153209,0.00005221274,0.0006021566],"category_scores_gemma":[0.0001540771,0.0002442709,0.0001274556,0.0008303603,0.00002627865,0.0004768724,0.0003320779,0.000552005,0.00007771765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001035878,"about_ca_system_score_gemma":0.00007006057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001378583,"about_ca_topic_score_gemma":0.00001637172,"domain_scores_codex":[0.9982072,0.00001596082,0.0006107522,0.0003902785,0.0004052747,0.0003705113],"domain_scores_gemma":[0.9987467,0.00006436183,0.0004936949,0.0002886458,0.0003884997,0.00001809068],"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":[0.0003866787,0.0008050881,0.004099736,0.03179098,0.0001146688,0.000006663464,0.0003820683,0.0003173478,0.0007763589,0.02936476,0.4862627,0.445693],"study_design_scores_gemma":[0.001057453,0.00009176057,0.005725241,0.007108246,0.00008015981,0.000002458116,0.0002817238,0.0009472746,0.0006402691,0.001186848,0.9822554,0.0006231748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9524375,0.02656168,0.0002021966,0.004160029,0.009296796,0.002237962,0.0002649026,0.000260636,0.004578258],"genre_scores_gemma":[0.9879929,0.0007866779,0.0003028111,0.008104437,0.001475537,0.0002470779,0.0007262446,0.00004256306,0.0003217661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4959927,"threshold_uncertainty_score":0.9961077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02879544028143708,"score_gpt":0.2542822686336266,"score_spread":0.2254868283521896,"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."}}