{"id":"W6931757464","doi":"10.5281/zenodo.6228984","title":"xAODAnaHelpers, v1.0.0","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics; University of Toronto; University of British Columbia; McGill University","funders":"","keywords":"Software; Context (archaeology); Set (abstract data type); Troubleshooting; Product (mathematics)","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":[],"consensus_categories":[],"category_scores_codex":[0.00240986,0.00309854,0.001290766,0.002329318,0.0009031326,0.003667522,0.003403313,0.0008648987,0.1058292],"category_scores_gemma":[0.004867073,0.001856176,0.00161056,0.001286539,0.0008547772,0.002344127,0.003147566,0.003102166,0.1000375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008187524,"about_ca_system_score_gemma":0.001853769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003594029,"about_ca_topic_score_gemma":0.003182314,"domain_scores_codex":[0.99884,0.0001394781,0.0001108208,0.000409472,0.0003493896,0.0001507832],"domain_scores_gemma":[0.9987711,0.000406382,0.00009027258,0.0003063336,0.0002902358,0.0001355529],"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":[0.001186703,0.0001262861,0.0025837,0.001503096,0.0003355268,0.0003107958,0.000446038,0.004590035,0.01134578,0.01187033,0.8330224,0.1326792],"study_design_scores_gemma":[0.0003914706,0.0001085962,0.003055074,0.0003194807,0.0001489045,0.0005145774,0.00007753236,0.03813824,0.04233774,0.02421457,0.8903732,0.0003205986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001550412,0.0002424192,0.1253345,0.0001537245,0.0001694683,0.0001748875,0.02543634,0.8383963,0.008542027],"genre_scores_gemma":[0.02587845,0.0005611504,0.2104306,0.001094488,0.0001662944,0.001383908,0.08953518,0.6349121,0.03603769],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1058292,"threshold_uncertainty_score":0.3540339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03245099624785638,"score_gpt":0.2557456348347637,"score_spread":0.2232946385869073,"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."}}