{"id":"W4210903935","doi":"10.53063/synsint.2022.2185","title":"Synthesis and sintering of Fe-32Mn-6Si shape memory alloys prepared by mechanical alloying","year":2022,"lang":"en","type":"article","venue":"Synthesis and Sintering","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Sintering; Austenite; Metallurgy; Amorphous solid; Alloy; Martensite; Microstructure; Phase (matter); Shape-memory alloy; Crystallography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001031839,0.0002621261,0.0004904504,0.0001391275,0.0004645843,0.0001266107,0.0003702508,0.00006266854,0.002001371],"category_scores_gemma":[0.0003199577,0.000268702,0.0001093204,0.0001159626,0.0001362785,0.000377094,0.0005200286,0.0001543058,0.000006942144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008235209,"about_ca_system_score_gemma":0.0000301487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001001982,"about_ca_topic_score_gemma":0.00002276328,"domain_scores_codex":[0.9978919,0.0002413592,0.0006004432,0.0005083099,0.0003621574,0.0003958219],"domain_scores_gemma":[0.998675,0.0006569665,0.0001788813,0.0003160654,0.00003542781,0.0001376922],"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":[0.00009493554,0.00006438523,0.00007295942,0.0001583581,0.00004125199,0.000008849582,0.001200473,0.00008069292,0.9887955,0.00007387067,0.0000819434,0.009326748],"study_design_scores_gemma":[0.0002303413,0.0001047259,0.000308537,0.0002638045,0.0001043424,0.0001322549,0.003086068,0.01345581,0.9805939,0.00006835654,0.001252798,0.0003990981],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969653,0.0003305625,0.0007297178,0.0002462291,0.0002230731,0.0002334544,0.0001354166,0.0001249375,0.001011305],"genre_scores_gemma":[0.9981706,0.00006652832,0.001354982,0.00008007816,0.000028831,0.0001860833,0.000002728715,0.00004488663,0.00006527787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01337512,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01758703044297217,"score_gpt":0.2333495263210768,"score_spread":0.2157624958781046,"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."}}