{"id":"W6912749072","doi":"10.5281/zenodo.570579","title":"AndrewLJackson/SIBER: v2.1.3","year":2017,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Process (computing); R package; Set (abstract data type); Pairwise comparison; Work (physics)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003003291,0.0004850253,0.0004609427,0.0002603534,0.000100697,0.0001876305,0.001144165,0.0007167752,0.9558711],"category_scores_gemma":[0.0009873506,0.0004805133,0.0001859343,0.00007218446,0.00001433077,0.00008224515,0.0003288507,0.0003979645,0.7877007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007591962,"about_ca_system_score_gemma":0.0001396431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000628182,"about_ca_topic_score_gemma":0.0004750209,"domain_scores_codex":[0.9983748,0.00003758299,0.000125254,0.0005798572,0.0004034617,0.000479027],"domain_scores_gemma":[0.9973804,0.00001940008,0.0006042097,0.001751689,0.00006092854,0.0001834069],"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":[0.000002461456,0.00001602898,0.000003837477,0.0003545772,0.00006598605,0.00009426739,0.000009946529,6.505158e-8,0.000004168444,0.000002309395,0.9979383,0.001508016],"study_design_scores_gemma":[0.0002883929,0.00001258927,0.00007780475,0.01550501,0.00002395814,0.0000132994,8.448678e-7,0.000002481172,0.00003660565,0.000006607594,0.9834611,0.000571257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.743527e-8,0.003568349,1.129068e-8,0.000005312042,0.00007744544,0.0002497281,0.4886824,0.0006913608,0.5067254],"genre_scores_gemma":[0.00000866015,0.000006478749,0.00002422975,0.00004575928,0.001082695,0.0001480456,0.382506,0.002183817,0.6139944],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1681704,"threshold_uncertainty_score":0.9997647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07757947001784034,"score_gpt":0.3216119254751196,"score_spread":0.2440324554572793,"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."}}