{"id":"W6969374798","doi":"10.5281/zenodo.7897026","title":"informagi/mmead","year":2023,"lang":"en","type":"other","venue":"Radboud Repository (Radboud University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Python (programming language); Named entity; Software; Entity linking; Resource (disambiguation)","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002345825,0.001222034,0.001151799,0.005613634,0.000574227,0.000342714,0.001806617,0.00145924,0.0004584706],"category_scores_gemma":[0.0000622177,0.001451344,0.0005583939,0.003520833,0.0007128838,0.0005392335,0.0006215848,0.001214408,0.01767267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001420764,"about_ca_system_score_gemma":0.0006602376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002490813,"about_ca_topic_score_gemma":0.0002330262,"domain_scores_codex":[0.9951445,0.000320436,0.0005846802,0.001367543,0.001232925,0.001349858],"domain_scores_gemma":[0.9958257,0.0001539468,0.001071796,0.002076309,0.0001924814,0.000679766],"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":[0.00009358407,0.0001321615,0.0004217889,0.0001362646,0.0007821709,0.004113032,0.0001544634,0.0003069188,0.0002485715,0.01998885,0.9733718,0.00025036],"study_design_scores_gemma":[0.00139353,0.00009675363,0.0002534881,0.0004464875,0.0004960873,0.0001633877,0.0004329218,0.0002353937,0.00007484257,0.000007065903,0.9948435,0.001556535],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001833004,0.001357454,0.00009787048,0.00002873362,0.007629542,0.0009949827,0.0004748187,0.01211466,0.9771186],"genre_scores_gemma":[0.0004279805,0.0005744002,0.0001708861,0.00002544022,0.001817134,0.00000540058,0.0001449334,0.005580484,0.9912533],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02147168,"threshold_uncertainty_score":0.9998371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008046245159344564,"score_gpt":0.1834190133784585,"score_spread":0.1753727682191139,"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."}}