{"id":"W6930993479","doi":"10.5281/zenodo.2550501","title":"diofant/diofant: Diofant 0.10.0","year":2019,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Probability and Statistical Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Process (computing); Action (physics); 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":[0.001558059,0.0004441467,0.0006447435,0.00051201,0.00107041,0.0008301774,0.002162278,0.0003953107,0.194348],"category_scores_gemma":[0.007108259,0.0004259174,0.000178834,0.0006083644,0.0004579005,0.00013118,0.002271329,0.0009401722,0.0884757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002875263,"about_ca_system_score_gemma":0.00002206132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004386907,"about_ca_topic_score_gemma":0.000002452779,"domain_scores_codex":[0.9954165,0.0008203828,0.0005382578,0.0009910215,0.001278596,0.0009552702],"domain_scores_gemma":[0.9968926,0.0003071194,0.0002612682,0.001567848,0.0005312868,0.0004398692],"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":[0.00007399301,0.0002461201,4.491577e-7,0.0008679937,0.0001313094,0.00004056863,0.0002146464,7.628017e-7,0.000128235,0.08288845,0.878702,0.03670552],"study_design_scores_gemma":[0.0006150778,0.0002893831,0.00002081732,0.0002893201,0.00004726344,0.00005532139,0.00007028389,0.000163477,0.00002959184,0.01018705,0.9877666,0.0004658518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003838276,0.0002263141,0.009754997,0.0004505025,0.0001744845,0.001419416,0.001919491,0.001730222,0.9842862],"genre_scores_gemma":[0.002771843,0.0005009256,0.00300941,0.0001032249,0.0005815787,3.511064e-7,0.002600818,0.0159271,0.9745048],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1090646,"threshold_uncertainty_score":0.9998193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0835413005461307,"score_gpt":0.3145308793882779,"score_spread":0.2309895788421472,"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."}}