{"id":"W6931126556","doi":"10.5281/zenodo.4587871","title":"marcomusy/vedo: 2023.5.0","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Electron Spin Resonance Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Property (philosophy); Alias; Table (database); Function (biology); Namespace","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":[0.0002498573,0.0002298797,0.0001930761,0.0001891919,0.0006378995,0.0001723981,0.0008678004,0.000209306,0.009690749],"category_scores_gemma":[0.0003465979,0.00024779,0.00008539377,0.0002935116,0.0001796956,0.000003416421,0.001474826,0.0002324385,0.01333185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005127391,"about_ca_system_score_gemma":0.000005219652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003067261,"about_ca_topic_score_gemma":0.00001068815,"domain_scores_codex":[0.9983945,0.0001458075,0.000167782,0.0005904085,0.0002642303,0.0004372325],"domain_scores_gemma":[0.9989898,0.000004657253,0.0001185292,0.0006143578,0.0001697117,0.0001029302],"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":[0.00001923494,0.00003090247,0.000001234166,0.00004661374,0.0001177489,0.000008221647,0.00002217369,0.000002123798,0.003203217,0.0002185658,0.967995,0.02833494],"study_design_scores_gemma":[0.000262312,0.0002184062,0.00007618641,0.00005248593,0.00001481291,0.00002428911,0.00003559577,0.000005933133,0.000361358,0.00002220555,0.9986706,0.0002558375],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001050869,0.002217962,0.0008232186,0.0003336779,0.0003690392,0.000478968,0.0005483511,0.001334467,0.9937893],"genre_scores_gemma":[0.001401826,0.00405784,0.0004136366,0.0001882239,0.001827764,2.295339e-7,0.004165737,0.02524571,0.9626991],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03109019,"threshold_uncertainty_score":0.9999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01950706134751914,"score_gpt":0.2520638192422774,"score_spread":0.2325567578947582,"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."}}