{"id":"W4225087503","doi":"10.3399/bjgp22x719321","title":"Southgate’s sign","year":2022,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Infectious Diseases and Tuberculosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Sign (mathematics); Medicine; Data science; Computer science","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":[],"category_scores_codex":[0.000701625,0.00006983152,0.0001995918,0.00007655352,0.0002921749,0.00006323712,0.00008164591,0.00002374932,0.001854974],"category_scores_gemma":[0.0006270114,0.00008117712,0.0002093104,0.000169186,0.00002144252,0.0002841053,0.00005629618,0.0005747957,0.00001746805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001209807,"about_ca_system_score_gemma":0.0002287355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003710016,"about_ca_topic_score_gemma":0.000003510269,"domain_scores_codex":[0.9986579,0.0002349779,0.0003282554,0.00009990347,0.0005118029,0.0001671363],"domain_scores_gemma":[0.9989641,0.00009105832,0.0003387315,0.00008819401,0.0003441969,0.0001736737],"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":[0.004268704,0.005777283,0.009422095,0.0001393344,0.002179074,0.06725063,0.0007247993,0.003933245,0.009089405,0.001162764,0.6309234,0.2651292],"study_design_scores_gemma":[0.003900471,0.002285131,0.01950751,0.00007098416,0.001330588,0.3645529,0.001523967,0.0001909797,0.0002706009,0.0003384463,0.6057805,0.0002479237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958879,0.006023671,0.0002363745,0.005661176,0.0009413196,0.000168591,0.00002928096,0.00002508763,0.0280355],"genre_scores_gemma":[0.9891815,0.0005103624,0.001579205,0.006132597,0.0008916286,0.000005284553,0.000006677532,0.00002281278,0.001669908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2973022,"threshold_uncertainty_score":0.9990575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006857067206098,"score_gpt":0.2733543515813165,"score_spread":0.2632857809092556,"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."}}