{"id":"W2428351890","doi":"10.5006/c2016-07023","title":"Methodology for the Evaluation of Cleaning Pigs on Sludge Deposits from Corrosion Pits","year":2016,"lang":"en","type":"article","venue":"","topic":"Materials Engineering and Processing","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Corrosion; Metallurgy; Materials science; Environmental science; Waste management; Engineering","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":[0.001106408,0.0006626056,0.0004727136,0.001040437,0.0003672929,0.0003622304,0.0004677708,0.0006998442,0.001982291],"category_scores_gemma":[0.001017972,0.0003044913,0.0004837716,0.0006496672,0.0004013901,0.0002323913,0.0004033223,0.0004239058,0.0007158329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001966418,"about_ca_system_score_gemma":0.0003640522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005386337,"about_ca_topic_score_gemma":0.001324189,"domain_scores_codex":[0.9990509,0.0001674727,0.00008996092,0.0001884426,0.0004027534,0.0001004899],"domain_scores_gemma":[0.9990039,0.0001883725,0.00019501,0.0001288184,0.0004336119,0.00005027567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009557958,0.0001203373,0.001623488,0.0001722081,0.000009873911,0.00008761271,0.0001008335,0.0002463572,0.9867149,0.00008129678,0.0000510617,0.01069629],"study_design_scores_gemma":[0.00001146336,0.002974614,0.01201203,0.0000422683,0.00005554231,0.0004153154,0.000206822,0.003068125,0.9779808,0.0000941633,0.003107539,0.00003131823],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.694805,0.001652663,0.2946823,0.00009978424,0.0001672727,0.002414413,0.001132091,0.0008844243,0.004161977],"genre_scores_gemma":[0.6043825,0.002002683,0.3831878,0.0001376743,0.00002982238,0.002942488,0.0009704346,0.0001260867,0.006220491],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001982291,"threshold_uncertainty_score":0.006631434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228512447346821,"score_gpt":0.3210516929257057,"score_spread":0.1982004481910236,"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."}}