{"id":"W6930330955","doi":"10.5281/zenodo.12299724","title":"imm 5525 pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Clostridium difficile and Clostridium perfringens research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pretext; Subpoena; Filter (signal processing); Tubulopathy; Circumstantial evidence; Liquation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007594415,0.001499857,0.00115793,0.002667594,0.001972389,0.007701566,0.002388108,0.002396401,0.9381424],"category_scores_gemma":[0.003578996,0.000977701,0.001001672,0.001937936,0.0007186829,0.00506373,0.003202232,0.002398355,0.9083368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001587657,"about_ca_system_score_gemma":0.001736683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003204367,"about_ca_topic_score_gemma":0.005875939,"domain_scores_codex":[0.9990684,0.00005229227,0.00004395642,0.0001369088,0.0005662102,0.0001322258],"domain_scores_gemma":[0.9973731,0.0002640192,0.00008274483,0.0002894804,0.001381645,0.0006089592],"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":[0.0000630114,0.00005374883,0.00004511389,0.0001967485,0.000002647185,0.00005622792,0.00003566125,0.00005428323,0.001163998,0.001733599,0.9464322,0.05016271],"study_design_scores_gemma":[0.00001123735,0.0000201108,0.000156575,0.00004095226,0.000002087252,0.00005813688,0.00003499854,0.000038082,0.0005428186,0.0004270179,0.9986602,0.000007721843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003468182,0.0004957396,0.001479523,0.0007102751,0.002172759,0.0001931485,0.005403181,0.005317645,0.9838809],"genre_scores_gemma":[0.001172735,0.0003170044,0.0005275303,0.0003928221,0.0002646252,0.00005509178,0.002808041,0.001367659,0.9930946],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06185764,"threshold_uncertainty_score":0.0882324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03260309349744717,"score_gpt":0.2777615507004833,"score_spread":0.2451584572030361,"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."}}