{"id":"W6930185476","doi":"10.5281/zenodo.12000174","title":"discovery extreme science kit instructions pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Differential Equations and Dynamical Systems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filter (signal processing); Limiting; Work (physics); Subpoena","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003553411,0.0002158558,0.0002354035,0.0006047108,0.00103357,0.001372608,0.0009279976,0.0001202421,0.03897798],"category_scores_gemma":[0.0007449419,0.0002010826,0.00008558154,0.0009270321,0.0004365317,0.0002594191,0.001056197,0.000334888,0.04253738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002375797,"about_ca_system_score_gemma":0.000009236473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002723783,"about_ca_topic_score_gemma":0.000002548559,"domain_scores_codex":[0.9980583,0.0001066483,0.0002989684,0.0005941676,0.0005786329,0.0003632996],"domain_scores_gemma":[0.9988017,0.00002134224,0.0001668387,0.0006428455,0.0002149864,0.0001522512],"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":[0.000005419035,0.00008396778,8.86058e-8,0.000267057,0.00004637854,0.000006214444,0.0001377643,0.000002507042,0.0007783559,0.2487836,0.7369035,0.01298506],"study_design_scores_gemma":[0.0001506992,0.00004426536,0.000003130812,0.0002515422,0.00003634218,0.00004762864,0.0001178168,0.0002708655,0.00001970337,0.02396847,0.974863,0.0002265261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008004929,0.0001104156,0.0722616,0.00009553998,0.0005536978,0.0004694637,0.0003777756,0.001272364,0.9247791],"genre_scores_gemma":[0.01011037,0.00006457928,0.002304248,0.00001919475,0.000541202,1.442127e-7,0.0006412629,0.007105835,0.9792132],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2379594,"threshold_uncertainty_score":0.9996641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06816901334500043,"score_gpt":0.294972077887995,"score_spread":0.2268030645429945,"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."}}