{"id":"W4405231259","doi":"10.31857/s0015323024050076","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":"Физика металлов и металловедение","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fédération des Comités de Parents du Québec","funders":"","keywords":"Dispersion (optics); Materials science; Metallurgy; Metal; Composite material; Optics; Physics","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":[0.0002861749,0.0002050706,0.0004547626,0.0001376455,0.00009284695,0.00004064165,0.0002483034,0.0001273769,0.0001625548],"category_scores_gemma":[0.00007328871,0.0001443989,0.0001205408,0.0003300251,0.0003874909,0.0002738271,0.0002047241,0.0001134779,0.00001130493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002557481,"about_ca_system_score_gemma":0.00003220772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001035511,"about_ca_topic_score_gemma":0.000007124327,"domain_scores_codex":[0.9984721,0.00006308083,0.0004745638,0.0003822505,0.0003419215,0.0002660713],"domain_scores_gemma":[0.9991966,0.0001127983,0.0001929987,0.0003469853,0.00008372745,0.00006684975],"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":[0.0001075298,0.0001474225,0.00005311909,0.0004862033,0.00003026861,0.00000136765,0.0004983667,0.000006389455,0.9602764,0.03667386,0.0000279792,0.001691148],"study_design_scores_gemma":[0.0002333649,0.0001435719,0.002467422,0.0001836139,0.00007203123,0.000009939867,0.0003527133,0.000404541,0.9855746,0.01029261,0.0001121161,0.0001534938],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980665,0.0005211351,0.0001836666,0.0003444484,0.0001007377,0.0003472176,0.00005679753,0.0001186414,0.0002608588],"genre_scores_gemma":[0.9990114,0.00007915699,0.0006555989,0.000007375574,0.00005269255,0.00004990489,0.000008721372,0.00002317934,0.0001119965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02638126,"threshold_uncertainty_score":0.5888418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01384182877545495,"score_gpt":0.2429125415540731,"score_spread":0.2290707127786182,"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."}}