{"id":"W6920291921","doi":"10.60692/tcnny-e9d02","title":"The most sustainable high entropy alloys for the future","year":2023,"lang":"en","type":"article","venue":"Greater South Information System","topic":"High Entropy Alloys Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sustainability; Compatibility (geochemistry); Sustainable development; High entropy alloys; Entropy (arrow of time); Sustainable production","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":[0.0003856955,0.0001656047,0.0001436879,0.00008645597,0.0007807126,0.0002916426,0.0002757558,0.00006613051,0.000004412977],"category_scores_gemma":[0.00002551584,0.00008851331,0.0000686643,0.0003802693,0.00002828191,0.0003342262,0.00006952364,0.00009018513,0.0006686675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451039,"about_ca_system_score_gemma":0.00001407693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005178123,"about_ca_topic_score_gemma":7.856789e-7,"domain_scores_codex":[0.9988404,0.00001976331,0.0003638782,0.00007296156,0.0002295609,0.0004734584],"domain_scores_gemma":[0.9993027,0.00006054444,0.0000731792,0.0003503259,0.0001735532,0.00003971836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002235281,0.000002375959,0.01336083,0.004387365,0.001738205,0.00001971349,0.2773294,0.1869723,0.00001293803,0.2093827,0.3032129,0.003357753],"study_design_scores_gemma":[0.00142773,0.00004314707,0.01889039,0.00005312627,0.00008814941,0.00001326025,0.2489571,0.126597,0.0003351894,0.0000266219,0.6031556,0.0004126893],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6386346,0.0007977966,0.2719807,0.01168953,0.02795224,0.01500834,0.001211075,0.01786589,0.01485982],"genre_scores_gemma":[0.9973021,0.000008521318,0.00004630505,0.0000513625,0.0004522775,0.0006102216,0.00002237272,0.00002213374,0.001484665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3586676,"threshold_uncertainty_score":0.8594592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009981602146486425,"score_gpt":0.1837218742055127,"score_spread":0.1737402720590263,"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."}}