{"id":"W2279412098","doi":"","title":"Surface Roughness Study on A390 Aluminium Material Using Carbon Nanotubes","year":2013,"lang":"en","type":"article","venue":"Mechanical Engineering Research","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lapping; Materials science; Aluminium; Surface roughness; Surface finish; Composite material; Carbon fibers; Metallurgy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001409101,0.0002422139,0.0001475644,0.0002843181,0.0002598478,0.0001980856,0.0001758634,0.0004027992,0.0009683896],"category_scores_gemma":[0.000237374,0.0001525757,0.0003500376,0.000266713,0.0001431726,0.0001889988,0.0001169938,0.000212916,0.000296918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002010835,"about_ca_system_score_gemma":0.00009189438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362233,"about_ca_topic_score_gemma":0.00165852,"domain_scores_codex":[0.9998195,0.0000112987,0.000007124615,0.00002881996,0.0001088878,0.00002441611],"domain_scores_gemma":[0.9998196,0.00003719407,0.00003933801,0.00001981774,0.0000715836,0.00001244314],"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":[0.00002308162,0.000005098493,0.0001281947,0.00002464575,0.000002857738,0.00003582105,0.00001297224,0.00009015352,0.9990314,0.00001998001,0.00002384376,0.0006018136],"study_design_scores_gemma":[0.000007276625,0.0004277728,0.008528943,0.000005574932,0.00001711556,0.0001349086,0.00004563532,0.001405074,0.9879921,0.00001733939,0.001407853,0.00001048763],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970319,0.0005581385,0.001015957,0.00001990636,0.00001733051,0.000007458309,0.00006729778,0.00003223666,0.001249728],"genre_scores_gemma":[0.9964073,0.0002938272,0.001621705,0.00001122725,0.000006401674,0.000006549449,0.0001132133,0.00001139484,0.001528313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001362233,"threshold_uncertainty_score":0.003239632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05832066393338763,"score_gpt":0.335586604295728,"score_spread":0.2772659403623404,"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."}}