{"id":"W2060450673","doi":"10.1007/s11340-011-9471-6","title":"Novel Experimental Method to Determine the Cutting Effectiveness of Grinding Grits","year":2011,"lang":"en","type":"article","venue":"Experimental Mechanics","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Solid mechanics; Grinding; Asperity (geotechnical engineering); Scratch; Drilling; Ranging; Reduction (mathematics); Mechanics; Mechanical engineering; Composite material; Geology; Engineering; Geometry; Metallurgy; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002525171,0.0001770605,0.0001835697,0.00005784998,0.00009113864,0.00001265277,0.0002015202,0.00005108264,0.0000361018],"category_scores_gemma":[0.00001831679,0.0001500082,0.0000516831,0.0001856205,0.000008758134,0.0001503246,0.0001120482,0.00009686664,0.000004693687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000786026,"about_ca_system_score_gemma":0.000006058804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001572813,"about_ca_topic_score_gemma":7.618884e-7,"domain_scores_codex":[0.9992173,0.00003453054,0.0002096062,0.0001899894,0.0001377363,0.0002108707],"domain_scores_gemma":[0.9996129,0.00007927752,0.00004920242,0.000171945,0.00002431469,0.00006232216],"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":[0.00004737862,0.00008148009,0.000009313881,0.00004740614,0.00002229529,0.000001318456,0.002898643,0.02208189,0.9675892,0.005718448,0.000002020999,0.001500632],"study_design_scores_gemma":[0.0003214401,0.0001646661,0.0000251035,0.00007815954,0.000007454046,0.00001538771,0.001248902,0.05556303,0.9422681,0.0001108436,0.00003142548,0.0001654507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1284247,0.0005085999,0.8691527,0.000001347484,0.0004444956,0.0003192091,0.00000520588,0.0001357397,0.00100802],"genre_scores_gemma":[0.8018481,0.00000291008,0.1979707,0.00001806792,0.00003066137,0.00007879273,0.000003038797,0.00004273301,0.000005072098],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6734233,"threshold_uncertainty_score":0.6117156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03314867987489412,"score_gpt":0.2941708218689139,"score_spread":0.2610221419940197,"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."}}