{"id":"W7096199840","doi":"","title":"EDRS PRICE MF-80.75 0C-$1.50 PLUS POSTAGE DESCRIPTORS *Evaluation Methods; *Grades (Scholastic); *Grading;","year":2016,"lang":"en","type":"article","venue":"","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grading (engineering); Research methodology; Evaluation methods","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00586294,0.000242549,0.0002722114,0.0002107629,0.0002584184,0.0003900907,0.000625276,0.0001160847,0.003679862],"category_scores_gemma":[0.002114631,0.0001474859,0.00007340898,0.0004007222,0.0001937309,0.0008873425,0.000193983,0.0001075965,0.0007560481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004203149,"about_ca_system_score_gemma":0.0002094684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002495801,"about_ca_topic_score_gemma":0.0000100446,"domain_scores_codex":[0.996653,0.0004654789,0.0003752246,0.0006150599,0.001027644,0.0008635494],"domain_scores_gemma":[0.9983629,0.0004758743,0.00009415209,0.000460597,0.0002450806,0.0003613895],"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":[0.00002527179,0.00002294221,0.00007714237,0.00002555511,0.000004933525,0.00000231481,0.0001662516,0.00009327774,0.9882125,0.002494336,0.0009715494,0.007903934],"study_design_scores_gemma":[0.0006668012,0.0001586875,0.002314689,0.0001038034,0.00002319502,0.00001575385,0.0001507933,0.001764849,0.9771034,0.001587422,0.01570373,0.0004068576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7790101,0.0001734685,0.2102537,0.0007431221,0.002903365,0.0005639474,0.00002217219,0.0004596651,0.00587045],"genre_scores_gemma":[0.9184169,0.0000535882,0.07736592,0.00006189457,0.0002824269,0.00008149931,0.000003311504,0.00003247846,0.003701962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1394068,"threshold_uncertainty_score":0.9972309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06384690439689644,"score_gpt":0.3758726501985087,"score_spread":0.3120257458016122,"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."}}