{"id":"W4212816016","doi":"10.2139/ssrn.4035498","title":"On the Role of Sc in Powders and Spray Deposits of Hypoeutectic Al-Cu","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Metallurgy; Eutectic system; Materials science; Microstructure","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":[0.001045636,0.00005420074,0.0000988851,0.00004317776,0.0001745209,0.00001715665,0.0002409372,0.00001171115,0.0001415094],"category_scores_gemma":[0.00002640546,0.000036465,0.00002355598,0.0001017803,0.00004928967,0.00003908337,0.00008190781,0.0003381239,0.000002693336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001157356,"about_ca_system_score_gemma":0.0002435096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001830981,"about_ca_topic_score_gemma":0.0002683267,"domain_scores_codex":[0.9990024,0.0001116678,0.0001927537,0.00009329635,0.0001664517,0.0004334039],"domain_scores_gemma":[0.9996729,0.00004380291,0.0001309902,0.0001161922,0.00001842509,0.00001768171],"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":[0.00006526319,0.00004508833,0.0001957002,0.000002715007,0.000006554726,2.27962e-7,0.0001437553,0.0001381738,0.8988887,0.09945092,0.00001590622,0.001046954],"study_design_scores_gemma":[0.0005886462,0.0009977818,0.0008281656,0.00002571639,0.00002128256,0.0002392984,0.005244071,0.0001560461,0.6836734,0.3066409,0.001431826,0.0001528074],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976324,0.0008927038,0.00002969753,0.0009495434,0.00004579502,0.0001050966,0.000002958396,0.000003662066,0.0003381493],"genre_scores_gemma":[0.9996481,0.0001613,0.00001412102,0.00008603705,0.00001322742,0.00001380909,2.64923e-7,0.000006441289,0.00005669051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2152153,"threshold_uncertainty_score":0.1549429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006038606621299866,"score_gpt":0.206144118482467,"score_spread":0.2001055118611672,"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."}}