{"id":"W6949453430","doi":"10.5281/zenodo.14219652","title":"Banamali-25/XVARS-tool: Code","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Robustness (evolution); Code (set theory); Explanatory power; Sensitivity (control systems)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002052797,0.002644103,0.001348622,0.002471407,0.0006852425,0.003172678,0.00619059,0.002140527,0.4339976],"category_scores_gemma":[0.008436223,0.002061122,0.002290984,0.001579958,0.0009077413,0.002976926,0.003655375,0.003422168,0.3745906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433517,"about_ca_system_score_gemma":0.001895068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004901162,"about_ca_topic_score_gemma":0.004834299,"domain_scores_codex":[0.9988411,0.0001916559,0.0001081402,0.0002343676,0.0004336372,0.0001911501],"domain_scores_gemma":[0.9975936,0.0009330389,0.0001477592,0.0004686326,0.0006845203,0.0001724877],"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":[0.0002789334,0.00006385973,0.0004521806,0.0006983428,0.00006307843,0.0001186078,0.00007236104,0.002047741,0.001238498,0.009927877,0.93985,0.04518844],"study_design_scores_gemma":[0.0004291109,0.00005042397,0.0009244501,0.0003011379,0.00003385925,0.0002918506,0.00004183301,0.01603314,0.008582102,0.02245532,0.9507173,0.0001395025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.000700137,0.000396474,0.1269078,0.0005076934,0.0004241777,0.0003047157,0.0665527,0.7748573,0.02934904],"genre_scores_gemma":[0.02072104,0.0008561763,0.1814189,0.001240994,0.0002784137,0.00198566,0.2334089,0.485592,0.07449789],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5660024,"threshold_uncertainty_score":0.8073338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03729497325491885,"score_gpt":0.2660889448179805,"score_spread":0.2287939715630616,"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."}}