{"id":"W2949944360","doi":"10.17073/0368-0797-2019-4-283-289","title":"INFLUENCE OF MACRO- AND MICROSTRUCTURE OF STEEL GRINDING BALLS ON THEIR IMPACT RESISTANCE","year":2019,"lang":"en","type":"article","venue":"Izvestiya Ferrous Metallurgy","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"EVRAZ (Canada)","funders":"Ministry of Education and Science of the Russian Federation","keywords":"Microstructure; Materials science; Martensite; Metallurgy; Grinding; Surface layer; Ferrite (magnet); Composite material; Layer (electronics)","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":[0.00007643386,0.0002212681,0.0003664764,0.00006821544,0.00002206983,0.000007299196,0.000123924,0.00006872525,0.00002090723],"category_scores_gemma":[0.00001699716,0.0001739077,0.00006838414,0.0001058936,0.00007598189,0.0000753792,0.00004662197,0.0001329837,0.000009287644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004986953,"about_ca_system_score_gemma":0.000004113648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002524928,"about_ca_topic_score_gemma":0.00001257138,"domain_scores_codex":[0.9992489,0.00001181626,0.0002295788,0.0001663814,0.0001299007,0.0002133923],"domain_scores_gemma":[0.9995655,0.00007470119,0.00005503466,0.0002394535,0.00001048867,0.00005477928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0000239638,0.00001171847,0.006446579,0.0002720475,0.000153207,0.000002304773,0.0003899338,0.5225669,0.4695556,0.000161653,0.00002249007,0.0003937216],"study_design_scores_gemma":[0.0003696386,0.0001250357,0.9569781,0.0002192259,0.00002624462,0.00001182984,0.00008135328,0.0008542952,0.04027152,0.0001432535,0.0006492186,0.0002702317],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962983,0.00162005,0.00004598324,0.000006028894,0.00008166044,0.0001181934,0.00003575122,0.00005779812,0.001736197],"genre_scores_gemma":[0.9990388,0.0002617176,0.0004194564,0.000008001663,0.00001222946,0.0000038024,0.00000291146,0.00003270934,0.000220375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9505316,"threshold_uncertainty_score":0.7091751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003967884717771253,"score_gpt":0.183850437835429,"score_spread":0.1798825531176577,"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."}}