{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003596908,0.004523323,0.00287302,0.003821256,0.001618789,0.006791608,0.009720959,0.003246058,0.6658711],"category_scores_gemma":[0.01499212,0.005987826,0.003759791,0.004052463,0.001137114,0.008042111,0.007389746,0.004452246,0.7764197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001599011,"about_ca_system_score_gemma":0.002136311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007574704,"about_ca_topic_score_gemma":0.009628472,"domain_scores_codex":[0.9980762,0.0002658411,0.0001833167,0.0005156634,0.0006879726,0.0002709921],"domain_scores_gemma":[0.9953108,0.001229657,0.0001991224,0.001999518,0.0008995627,0.0003612635],"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":[0.0001584636,0.00001687602,0.0002662296,0.0004553916,0.00003898402,0.00004948311,0.00009715877,0.0003156828,0.0007731287,0.001973944,0.9824681,0.0133866],"study_design_scores_gemma":[0.0001172564,0.00001450376,0.0004009876,0.0001445449,0.00002813748,0.000125992,0.00003557175,0.0008624052,0.002939065,0.003941836,0.9913052,0.00008453146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0004002964,0.0003033289,0.04138015,0.0002739666,0.0004090274,0.000101523,0.1315285,0.7964883,0.02911508],"genre_scores_gemma":[0.002864623,0.0002710234,0.01876707,0.0003139877,0.00007530759,0.000308872,0.1971181,0.7473089,0.03297212],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.6658711,"threshold_uncertainty_score":0.4765943,"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."}}