{"id":"W6893693055","doi":"10.5281/zenodo.3818420","title":"sparktope","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Software; Compiler; Set (abstract data type); 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":[0.001162795,0.002070517,0.001441948,0.001208038,0.0006743798,0.002165372,0.003597347,0.001401727,0.1885952],"category_scores_gemma":[0.003236626,0.001336149,0.001775188,0.001253107,0.0005783585,0.002381547,0.002593876,0.002637734,0.1878393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006826466,"about_ca_system_score_gemma":0.001360217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002024964,"about_ca_topic_score_gemma":0.002107162,"domain_scores_codex":[0.9987705,0.0001673794,0.00006686167,0.0002863161,0.0005012437,0.0002075598],"domain_scores_gemma":[0.9988369,0.0003549187,0.00006188341,0.0002771608,0.0003133586,0.0001557245],"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":[0.000282056,0.00007503047,0.0002598548,0.0006022337,0.00005370528,0.00009131308,0.00008256612,0.002874049,0.003236176,0.01527494,0.9272631,0.04990497],"study_design_scores_gemma":[0.0004142878,0.00006323333,0.0003733314,0.00009353359,0.00003432191,0.000212616,0.00003040735,0.01949369,0.01227,0.01811828,0.9488214,0.00007486684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.00253981,0.0005705383,0.1815447,0.0004960247,0.0005000362,0.0002367434,0.04699278,0.6718858,0.09523362],"genre_scores_gemma":[0.03148261,0.0008207683,0.2093773,0.001254946,0.0002265234,0.0009236017,0.1906237,0.47899,0.08630049],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8114048,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04107297595909518,"score_gpt":0.2454680647210445,"score_spread":0.2043950887619493,"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."}}