{"id":"W6931541939","doi":"10.5281/zenodo.5772918","title":"SimpSOM","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Statistical Distribution Estimation and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Documentation; Compatibility (geochemistry); Code (set theory); Source code; Software","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":[0.001269522,0.00246195,0.00132956,0.001253417,0.00102622,0.00279887,0.004258979,0.001528325,0.2627792],"category_scores_gemma":[0.004211994,0.001645663,0.001882156,0.001361691,0.00049356,0.003721428,0.003322445,0.003275041,0.2311658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000953569,"about_ca_system_score_gemma":0.001564935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003368736,"about_ca_topic_score_gemma":0.003256333,"domain_scores_codex":[0.9989202,0.0001408437,0.0000901981,0.0002288907,0.0004555781,0.0001642862],"domain_scores_gemma":[0.9986872,0.0002293625,0.00006536333,0.0003332559,0.0005658821,0.0001189543],"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":[0.0003269584,0.00004136235,0.0006160489,0.0005021758,0.00009237382,0.0001261718,0.0001247477,0.001971064,0.003769305,0.008179135,0.9327189,0.05153177],"study_design_scores_gemma":[0.0001597244,0.00003865434,0.0004875855,0.00009419589,0.00004347425,0.0002333148,0.00003075697,0.01346169,0.01247713,0.009623511,0.9632685,0.00008159044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003082165,0.0008236623,0.1897768,0.0007078203,0.001220225,0.000289932,0.06958213,0.6251138,0.1094035],"genre_scores_gemma":[0.03472235,0.001096898,0.13266,0.002402891,0.0004500199,0.0009120694,0.2360093,0.4723614,0.1193851],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2627792,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038293234942601,"score_gpt":0.3389213132841416,"score_spread":0.2350919897898815,"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."}}