{"id":"W3122802886","doi":"10.20944/preprints201806.0421.v1","title":"CO&lt;sub&gt;2&lt;/sub&gt; Pipeline Design: A Review","year":2018,"lang":"en","type":"review","venue":"Preprints.org","topic":"Refrigeration and Air Conditioning Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Planned Parenthood Toronto","funders":"Tertiary Education Trust Fund","keywords":"Pipeline (software); Pressure drop; Pipeline transport; Mechanics; Work (physics); Flow (mathematics); Mathematics; Petroleum engineering; Environmental science; Engineering; Mechanical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001165084,0.0009339766,0.001354146,0.003828606,0.0003573997,0.001086521,0.001278857,0.001285995,0.005901315],"category_scores_gemma":[0.001971156,0.0005890651,0.0007691306,0.003585309,0.0004834565,0.002126141,0.0006373224,0.000853207,0.003769865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006274562,"about_ca_system_score_gemma":0.001679859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00195114,"about_ca_topic_score_gemma":0.002407565,"domain_scores_codex":[0.9995453,0.00005682768,0.00008582606,0.00009697703,0.0001845744,0.00003048312],"domain_scores_gemma":[0.9985563,0.0006708046,0.0001734693,0.00004761354,0.0004884482,0.00006343397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004662712,0.00008083881,0.0002497947,0.04040888,0.00009309976,0.0001245425,0.00006662931,0.001223356,0.001765254,0.004544637,0.01845306,0.9329434],"study_design_scores_gemma":[0.000006777892,0.000107767,0.0007611046,0.005289485,0.0001313953,0.0004628354,0.00006464997,0.0002439895,0.001163693,0.001124655,0.9906188,0.00002488448],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000284993,0.9963038,0.0008744112,0.0002219866,0.0002249296,0.00001571206,0.00005756525,0.00002200652,0.001994667],"genre_scores_gemma":[0.001394321,0.9961898,0.001042051,0.00008807336,0.0001278888,0.00001486295,0.00007817675,0.00001001035,0.00105489],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005901315,"threshold_uncertainty_score":0.01974183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1657613788386928,"score_gpt":0.3631811733791939,"score_spread":0.1974197945405011,"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."}}