{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001408747,0.00149166,0.001548805,0.002638301,0.001830313,0.004924335,0.001696268,0.001849192,0.9360532],"category_scores_gemma":[0.005542227,0.0007915636,0.0009406288,0.00186007,0.0007978874,0.003188763,0.002261977,0.002132111,0.8992166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001785192,"about_ca_system_score_gemma":0.001504453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005652501,"about_ca_topic_score_gemma":0.01272598,"domain_scores_codex":[0.9987586,0.0001134901,0.00007355348,0.0002025409,0.0007439153,0.0001079523],"domain_scores_gemma":[0.9941778,0.0008757231,0.0001398044,0.0006528746,0.003041036,0.001112764],"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":[0.00006357173,0.00004570454,0.0001125252,0.00009673768,0.000002119803,0.00004561823,0.00002642301,0.00007015274,0.0006076404,0.001916992,0.8990413,0.09797116],"study_design_scores_gemma":[0.00001786786,0.00006276998,0.00102107,0.000114597,0.000003597795,0.00009028796,0.000100897,0.000117459,0.0001914751,0.0005637961,0.9977018,0.0000145008],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004929981,0.0004526137,0.001223784,0.00163155,0.002864948,0.0002473967,0.001594417,0.001673531,0.9898188],"genre_scores_gemma":[0.0005761117,0.0001907288,0.0002436659,0.0001640792,0.0001920061,0.0000324141,0.0003502852,0.0002181224,0.9980326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06394684,"threshold_uncertainty_score":0.09121233,"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."}}