{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005514205,0.0004512687,0.00422237,0.0028274,0.0000397885,0.00001706853,0.0004887235,0.0002731328,0.004360942],"category_scores_gemma":[0.0002191078,0.0002586438,0.001864864,0.006690687,0.00004737345,0.00004830473,0.00003427203,0.0003727798,0.0001064597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002289391,"about_ca_system_score_gemma":0.0001417218,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0717834,"about_ca_topic_score_gemma":0.2791535,"domain_scores_codex":[0.9975508,0.000158579,0.001372094,0.0003537382,0.0002575515,0.0003072105],"domain_scores_gemma":[0.9983599,0.0002366332,0.0001949237,0.0008162964,0.0001675503,0.0002246918],"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":[2.840973e-7,0.00002254321,0.000008720103,0.05785239,0.007340133,0.000007818012,0.00004090496,0.00006259624,1.210962e-7,0.00006839381,0.00929845,0.9252976],"study_design_scores_gemma":[0.00003164049,0.00001673664,0.000001766437,0.02166899,0.03840473,0.000002151517,0.00002880111,0.0001619269,2.756412e-7,0.000005656506,0.939348,0.0003293136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001060387,0.9890075,0.00008716388,0.0000369308,0.0001308215,0.0007303088,0.0002363539,0.00008414851,0.009685675],"genre_scores_gemma":[0.00003523075,0.9986026,0.0000728685,0.00004344338,0.00005433097,0.00005288617,0.000134491,0.00003387345,0.0009703289],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9300495,"threshold_uncertainty_score":0.9999866,"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."}}