{"id":"W2748224626","doi":"10.5703/1288284316506","title":"Technology to Manufacture Oriented PVC (PVC-O) Pipes","year":2017,"lang":"en","type":"report","venue":"","topic":"Polymer Science and PVC","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Pipeline transport; Thermoplastic; Manufacturing engineering; Technology development; Engineering; Process (computing); Materials science; Mechanical engineering; Composite material; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006173031,0.0004232544,0.0006535887,0.000499055,0.0004405696,0.0002817604,0.002127192,0.0007696443,0.003249536],"category_scores_gemma":[0.0005012305,0.0003075616,0.0001220185,0.0002678527,0.0003247665,0.0002557321,0.0006906609,0.0003662438,0.004025084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001473526,"about_ca_system_score_gemma":0.001571287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001327885,"about_ca_topic_score_gemma":0.0004617653,"domain_scores_codex":[0.9966021,0.00002694213,0.0004306965,0.001025636,0.001106446,0.0008081496],"domain_scores_gemma":[0.9970723,0.00003028167,0.0003809443,0.001941027,0.0003169329,0.0002584813],"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":[0.00002615955,0.00008906546,0.0005734832,0.0001325952,0.00003462531,0.0002765009,0.0002122565,0.000002922356,0.1581236,0.0008871686,0.7461429,0.09349875],"study_design_scores_gemma":[0.00006107036,0.00006840423,0.0002375644,0.00008019662,0.00002119008,0.00009243339,0.00003292047,9.327517e-7,0.272522,0.0002693717,0.7262736,0.0003403238],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04833421,0.001933691,0.001686844,0.006912405,0.01607517,0.0006389366,0.0003039527,0.001086951,0.9230278],"genre_scores_gemma":[0.1195874,0.0008476643,0.004810957,0.001499565,0.001664099,0.0001846368,0.0000760206,0.00009661606,0.871233],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1143984,"threshold_uncertainty_score":0.9999377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02635075588755793,"score_gpt":0.3367865957439388,"score_spread":0.3104358398563808,"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."}}