{"id":"W2426566905","doi":"10.5006/c2016-07488","title":"Gap Analysis of Canadian Pipeline Coatings: A Review Study","year":2016,"lang":"en","type":"review","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Pipeline (software); Materials science; Pipeline transport; Metallurgy; Forensic engineering; Computer science; 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":[0.001955522,0.0007469815,0.001421561,0.01150122,0.0006519327,0.001563072,0.001155268,0.0007982255,0.004071415],"category_scores_gemma":[0.004058461,0.0003168837,0.001223268,0.01363306,0.0004626351,0.001188139,0.0006453388,0.0005973681,0.0004655963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004011634,"about_ca_system_score_gemma":0.01448067,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07442411,"about_ca_topic_score_gemma":0.1367495,"domain_scores_codex":[0.9990024,0.0001223252,0.000177535,0.0001066538,0.0005236678,0.00006745214],"domain_scores_gemma":[0.9959462,0.001441529,0.0006698187,0.00005310942,0.001792174,0.00009714119],"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":[0.000117846,0.00006596895,0.001791084,0.2679681,0.0005076611,0.0004001545,0.0008797903,0.000580529,0.001724322,0.005499435,0.01907107,0.701394],"study_design_scores_gemma":[0.00001881102,0.0001572497,0.01366981,0.1026101,0.002936291,0.00106124,0.0010871,0.0002930716,0.001604187,0.001032435,0.8754622,0.00006739623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000813092,0.9966813,0.0001109668,0.0002743634,0.00005937452,0.00002544433,0.000159636,0.000004387563,0.001871454],"genre_scores_gemma":[0.007756861,0.9911764,0.0002913251,0.0001410223,0.00002886,0.00001779311,0.0001290419,0.000002274689,0.0004564178],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9255759,"threshold_uncertainty_score":0.1479818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05583378245523746,"score_gpt":0.3226080314900052,"score_spread":0.2667742490347678,"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."}}