{"id":"W4400736907","doi":"10.1134/s0031918x23603190","title":"Physical and Technological Features of Mechanoactivation of Powder Particles Formed during Hydro-Vacuum Dispersion of Metallic Melts","year":2024,"lang":"en","type":"article","venue":"The Physics of Metals and Metallography","topic":"Metallurgical Processes and Thermodynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fédération des Comités de Parents du Québec","funders":"","keywords":"Dispersion (optics); Materials science; Metal; Metallurgy; Chemical engineering; Composite material; Nanotechnology; Chemical physics; Chemistry; Optics; Physics; Engineering","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":[0.0002348806,0.0001790261,0.0005414456,0.0001145339,0.00002860355,0.000009523455,0.0001405901,0.00006736072,0.000004109327],"category_scores_gemma":[0.0000174592,0.0001055633,0.0002705458,0.0005021628,0.000367799,0.0001629749,0.0000783803,0.0001358223,1.098878e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002780677,"about_ca_system_score_gemma":0.000004752789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009550176,"about_ca_topic_score_gemma":0.000001265791,"domain_scores_codex":[0.999115,0.00003524031,0.0003096938,0.0001655859,0.0002285525,0.0001459476],"domain_scores_gemma":[0.9994451,0.000164004,0.0001140832,0.000193369,0.00004700003,0.00003646507],"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":[0.00002522294,0.00008787798,0.000008992468,0.0008617548,0.0006522899,3.933333e-7,0.0002167013,0.0003163119,0.8737869,0.1194697,3.880203e-7,0.004573447],"study_design_scores_gemma":[0.0002503466,0.0001131745,0.001430263,0.0001164246,0.000565366,0.00000345103,0.0001668939,0.02669289,0.809156,0.1613594,0.00001436374,0.0001314451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907742,0.005376286,0.003383517,0.00003721017,0.00003193195,0.0001686099,0.00002177601,0.0000441391,0.0001623331],"genre_scores_gemma":[0.9983164,0.001270626,0.0003586185,0.000001631682,0.00001540561,0.000009564555,0.000003945816,0.00001890799,0.000004873976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06463096,"threshold_uncertainty_score":0.4304745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008263971091601895,"score_gpt":0.2153573387427312,"score_spread":0.2070933676511293,"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."}}