{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002146128,0.0001738835,0.0002105258,0.0001600116,0.0008009967,0.000391384,0.0005922272,0.0001462094,0.3055142],"category_scores_gemma":[0.001646305,0.0001896312,0.00006591355,0.0004076262,0.0001353363,0.00002848748,0.0004813607,0.0002507101,0.01088381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000969215,"about_ca_system_score_gemma":0.00000458966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007725169,"about_ca_topic_score_gemma":4.496513e-7,"domain_scores_codex":[0.9985963,0.0001847062,0.000246984,0.0003873602,0.0003295422,0.0002551374],"domain_scores_gemma":[0.9987288,0.00006093002,0.0001616244,0.0005656534,0.0003119423,0.0001711004],"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":[0.000001695307,0.0000821082,2.54788e-8,0.00009132312,0.00002666101,0.000004084158,0.00003363113,3.376947e-7,0.00006376268,0.307152,0.6810501,0.01149435],"study_design_scores_gemma":[0.0002165597,0.00002179276,0.00002069131,0.00009379866,0.0000268425,0.00003583844,0.00005600088,0.0001387767,0.00002230615,0.00734889,0.9918261,0.0001924093],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003670466,0.00007651474,0.1753964,0.0003968541,0.00006027171,0.0003286642,0.001671893,0.001300602,0.8207651],"genre_scores_gemma":[0.003981069,0.000214283,0.01546026,0.0004068472,0.0007095754,3.967843e-7,0.04556824,0.01898062,0.9146787],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.310776,"threshold_uncertainty_score":0.9898863,"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."}}