{"id":"W2963333618","doi":"","title":"Use of inherent SHS switchability for purification","year":2019,"lang":"en","type":"article","venue":"MacEwan University Student Research Proceedings","topic":"Intermetallics and Advanced Alloy Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Computer science","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":[0.0003830019,0.000095255,0.0001502502,0.0001903713,0.00008686558,0.00005482149,0.0003149235,0.00005218,0.00004037012],"category_scores_gemma":[0.00004600565,0.00009466641,0.00006725249,0.0002342604,0.00007770111,0.0003621822,0.0001467413,0.0001930532,0.00001683726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002076354,"about_ca_system_score_gemma":0.00002476052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002885917,"about_ca_topic_score_gemma":0.000008844868,"domain_scores_codex":[0.9989929,0.000009682115,0.0001272921,0.0002123651,0.0003672835,0.000290524],"domain_scores_gemma":[0.9991505,0.00004762183,0.00002788415,0.0001245568,0.0005869267,0.00006255086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005608954,0.000505841,0.06870195,0.002811385,0.0003653248,0.000002638805,0.004697816,0.001526459,0.7930889,0.1111083,0.006628615,0.01000188],"study_design_scores_gemma":[0.001542058,0.0008994669,0.04657163,0.0002574274,0.00003191542,0.000001397411,0.01448761,0.01458716,0.1508753,0.0008275357,0.769371,0.0005475238],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924396,0.000017124,0.0001438425,0.00009244507,0.00009120533,0.001005226,0.00001324347,0.00007386317,0.006123401],"genre_scores_gemma":[0.9936027,0.00007039232,0.0006975635,0.00000373973,0.00001858568,0.000007659958,0.000003592202,0.00001493418,0.005580866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7627424,"threshold_uncertainty_score":0.3860384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1372972121650599,"score_gpt":0.3263941417606298,"score_spread":0.1890969295955699,"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."}}