{"id":"W3183884661","doi":"10.26630/jpk.v1i1.27","title":"Deteksi Dini Melalui Pemeriksaan Sputum Pada Anggota Keluarga dan Pemeriksaan Rumah Penderita Tuberkulosis","year":2020,"lang":"id","type":"article","venue":"Jurnal Pengabdian Kesehatan Beguai Jejama","topic":"Public Health and Nutrition","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Medicine; Sputum; Traditional medicine; Pathology; Tuberculosis","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002245694,0.002100302,0.003004926,0.0009616633,0.001697711,0.0008948296,0.002018588,0.001374076,0.008347739],"category_scores_gemma":[0.003895432,0.002218069,0.001314632,0.00284933,0.0008090284,0.001888815,0.000734427,0.004969554,0.002945257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001058104,"about_ca_system_score_gemma":0.002618616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007166321,"about_ca_topic_score_gemma":0.0002992467,"domain_scores_codex":[0.9848344,0.001575755,0.003427636,0.002888298,0.003060149,0.004213789],"domain_scores_gemma":[0.9876933,0.0008743528,0.001265107,0.002134677,0.0009299893,0.007102575],"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":[0.008693543,0.005997221,0.3178465,0.01252581,0.003160703,0.009754755,0.01409681,0.000007928353,0.04637228,0.002002058,0.4063497,0.1731927],"study_design_scores_gemma":[0.01651343,0.01022857,0.3075934,0.00319166,0.00214214,0.00157862,0.01242776,0.002046913,0.009060966,0.0001895351,0.6305245,0.004502557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7957931,0.01747128,0.0002396225,0.1578674,0.00415431,0.003931991,0.001469321,0.000830035,0.01824297],"genre_scores_gemma":[0.9655353,0.008538992,0.000690761,0.01099884,0.0109341,0.0001939663,0.001345095,0.0005585754,0.001204322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2241748,"threshold_uncertainty_score":0.9999223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04139160107075979,"score_gpt":0.2858581728465232,"score_spread":0.2444665717757634,"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."}}