{"id":"W6929611054","doi":"10.48660/25060001","title":"Opening Remarks","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Set (abstract data type); Work (physics); Identification (biology); Context (archaeology); Perspective (graphical)","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":[0.0002172582,0.0001289996,0.0004549698,0.0002343042,0.00001754177,0.000005752784,0.0001068031,0.000297884,0.01308808],"category_scores_gemma":[0.0007965165,0.0001011984,0.00009601537,0.00009558575,0.00004436693,0.000006379734,0.00008944001,0.0003745593,0.001067522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004115402,"about_ca_system_score_gemma":0.0001700514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001103081,"about_ca_topic_score_gemma":0.0001535078,"domain_scores_codex":[0.99913,0.00006826025,0.0001387056,0.0002543475,0.0001248083,0.0002838399],"domain_scores_gemma":[0.9993536,0.00009504512,0.00004338901,0.0003573618,0.00002310218,0.0001274728],"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":[0.00002562779,0.0000167326,0.001075487,0.0001615999,0.0001387938,0.00006177305,0.00000477742,6.23356e-8,0.00005334053,0.0005189104,0.9838175,0.01412539],"study_design_scores_gemma":[0.0003304326,0.00004878157,0.001256555,0.0005552382,0.0000509788,0.00001255287,0.000005464543,0.0000262662,0.00001606161,0.00006546866,0.9975538,0.00007840047],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004641482,0.003358562,0.0002576117,0.005603663,0.0001909741,0.0002664878,0.00001496667,0.0001224147,0.9901807],"genre_scores_gemma":[0.0001970024,0.00119765,0.001914085,0.002763437,0.0005739833,0.00002161799,0.00008658096,0.0001239869,0.9931217],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01404699,"threshold_uncertainty_score":0.9997103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02674763970000239,"score_gpt":0.3528542495905935,"score_spread":0.3261066098905911,"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."}}