{"id":"W2201031835","doi":"10.3968/7741","title":"The Experimental Research of the Relationship Between Rock Surface Roughness and PDC Bit Wear","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Abrasive; Grinding; Surface roughness; Materials science; Diamond; Surface finish; Scanning electron microscope; Abrasion (mechanical); Profilometer; Diamond grinding; Composite material; Root mean square; Metallurgy; Engineering; Grinding wheel","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005211231,0.00007763821,0.00008516215,0.0000459501,0.0001419583,0.00003403173,0.00008235656,0.00003206713,4.558521e-7],"category_scores_gemma":[0.00006994032,0.00005399333,0.000007025405,0.0001691013,0.00003952108,0.0003091919,0.00004977883,0.0001471558,0.000003737565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006753577,"about_ca_system_score_gemma":0.00002971987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002762881,"about_ca_topic_score_gemma":0.00002008465,"domain_scores_codex":[0.9992806,0.00004520166,0.0002032016,0.00009970876,0.0002254932,0.0001457378],"domain_scores_gemma":[0.9995673,0.000234027,0.00002114967,0.0001019013,0.00002944334,0.0000461455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009759861,0.000008596558,0.07472955,0.00003614896,0.000007024595,3.493334e-7,0.004918513,0.9162359,0.0001516371,0.001294947,0.00005861802,0.002548977],"study_design_scores_gemma":[0.003615831,0.0001949893,0.1112582,0.0007682338,0.00001259566,0.000008268913,0.04362876,0.4852285,0.1133737,0.008628051,0.2321396,0.001143301],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9357868,0.01658991,0.04537346,0.0002817952,0.000484172,0.0001953798,0.000001787982,0.00007930599,0.00120743],"genre_scores_gemma":[0.9985449,0.0004516096,0.0008365479,0.000002435926,0.00002311756,0.00002185956,0.000002696878,0.000010758,0.0001060997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4310074,"threshold_uncertainty_score":0.2201784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0965085366697048,"score_gpt":0.3254867608663202,"score_spread":0.2289782241966154,"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."}}