{"id":"W6949707187","doi":"10.5281/zenodo.3984191","title":"seancarmody/ngramr: CRAN","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Image and Video Retrieval Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Process (computing); Work (physics); Component (thermodynamics); Term (time)","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":[0.0003089306,0.0002576622,0.0002592052,0.0003185429,0.0007207853,0.001014479,0.003116202,0.0001497284,0.01063144],"category_scores_gemma":[0.0004463186,0.0002699888,0.00009276226,0.0008298836,0.0001225843,0.000289143,0.002583159,0.0004481317,0.01157861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001169069,"about_ca_system_score_gemma":0.00000650954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001257702,"about_ca_topic_score_gemma":1.542673e-7,"domain_scores_codex":[0.9978444,0.0002213384,0.0002192022,0.0007315325,0.000589869,0.00039365],"domain_scores_gemma":[0.9983705,0.00001426284,0.0001755103,0.0009258175,0.0002717091,0.0002421606],"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":[0.000005161399,0.00002728122,7.820746e-8,0.00005046431,0.00002193252,0.00003125099,0.0001100269,3.692655e-7,0.0003109517,0.006463231,0.7794505,0.2135288],"study_design_scores_gemma":[0.0001944617,0.0001802501,0.000006844335,0.00007186308,0.000007869411,0.00004879764,0.00001249716,0.0002379102,0.0007148382,0.0007648048,0.9974678,0.0002920302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.441758e-7,0.0002496129,0.4352989,0.0005084809,0.00007860006,0.0003124734,0.00008670694,0.004706829,0.558758],"genre_scores_gemma":[0.008446778,0.005417536,0.1572901,0.004932669,0.003498063,4.453893e-7,0.004852348,0.06342521,0.7521368],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2780088,"threshold_uncertainty_score":0.9999752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0337989556007776,"score_gpt":0.2633488699614724,"score_spread":0.2295499143606948,"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."}}