{"id":"W2780059746","doi":"10.3917/r2050.063.0153","title":"perFORMance","year":2017,"lang":"en","type":"article","venue":"Roman 20-50","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Materials 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001314293,0.0009206961,0.0004460838,0.001688109,0.003939937,0.00669293,0.00114853,0.001171907,0.5588144],"category_scores_gemma":[0.003179216,0.0002040474,0.0004772675,0.001531971,0.0009034791,0.002217992,0.004886646,0.0013544,0.3532004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003061656,"about_ca_system_score_gemma":0.005444793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007724972,"about_ca_topic_score_gemma":0.01174115,"domain_scores_codex":[0.9979854,0.0001942987,0.00004208185,0.0002951807,0.0009236137,0.0005594459],"domain_scores_gemma":[0.9979624,0.00008038177,0.00005719092,0.0002055384,0.000763858,0.0009306063],"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":[0.0001516562,0.0001044005,0.001023841,0.00008331054,0.000005659679,0.00006302113,0.0006351568,0.0001692013,0.0007348194,0.06913968,0.7934848,0.1344043],"study_design_scores_gemma":[0.000005587601,0.00002499179,0.001254991,0.00002847089,0.000001636057,0.00003368761,0.0003295556,0.00005349657,0.0002359216,0.002396766,0.9956291,0.000005732777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001826065,0.000156128,0.0007024119,0.001577581,0.0004616874,0.00005491879,0.0007589016,0.0003432624,0.994119],"genre_scores_gemma":[0.01113392,0.0001501066,0.0003633283,0.0002909934,0.0001780729,0.0000351253,0.0009620012,0.0002053255,0.9866811],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4411856,"threshold_uncertainty_score":0.6292977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02234869190105202,"score_gpt":0.2688809970155294,"score_spread":0.2465323051144774,"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."}}