{"id":"W3007669953","doi":"10.3390/met10020285","title":"Effects of Microstructure, Mechanical and Physical Properties on Machinability of Graphite Cast Irons","year":2020,"lang":"en","type":"article","venue":"Metals","topic":"Metal Alloys Wear and Properties","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Machinability; Materials science; Surface roughness; Machining; Microstructure; Metallurgy; Drilling; Pearlite; Tool wear; Surface finish; Thermal conductivity; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001826921,0.0001226369,0.0004022848,0.00002168702,0.00003380441,0.00001266107,0.0001374198,0.00003525371,0.00003729678],"category_scores_gemma":[0.0002471837,0.0000745197,0.0000919282,0.00008019786,0.0002399711,0.00006795843,0.0001041881,0.00007448074,0.00001425364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003465724,"about_ca_system_score_gemma":0.00001243744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003846763,"about_ca_topic_score_gemma":0.000001451593,"domain_scores_codex":[0.9990394,0.0001966725,0.000210447,0.0002321069,0.000194896,0.0001264418],"domain_scores_gemma":[0.9995889,0.00007495187,0.0000812916,0.000146085,0.00003489334,0.00007384316],"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":[0.0001606851,0.0000606756,0.00004698422,0.0005516791,0.00001472227,9.498577e-7,0.0008428195,0.000006825437,0.9971235,0.0006998106,0.00001504515,0.0004762534],"study_design_scores_gemma":[0.0002088499,0.0004245826,0.001883983,0.00002714204,0.00005092748,0.000001590487,0.00002432578,0.000142788,0.9963643,0.0006391319,0.0001500325,0.00008233821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988665,0.0004690098,0.00003887184,0.0002199554,0.00006438536,0.0002386,0.0000230914,0.00001871275,0.00006087641],"genre_scores_gemma":[0.9994142,0.000009724764,0.0003697354,0.0001261891,0.00003643085,0.000007784871,6.381646e-7,0.000009026982,0.0000262357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001836999,"threshold_uncertainty_score":0.3038825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119021489419438,"score_gpt":0.2264734027297207,"score_spread":0.2052831878355263,"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."}}