{"id":"W4226087610","doi":"10.33490/jkm.v7i2.320","title":"","year":2021,"lang":"","type":"article","venue":"Jurnal Kesehatan Manarang","topic":"Public Health and Nutrition","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Sanitation; Hygiene; Water supply; License; Environmental health; Medicine; Water resource management; Socioeconomics; Engineering; Environmental engineering; Environmental 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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003565708,0.001264664,0.002533494,0.001066949,0.001656594,0.0007849515,0.0007251179,0.001091827,0.001393613],"category_scores_gemma":[0.003178546,0.001376325,0.001218355,0.004440986,0.0004908901,0.002420554,0.0004567988,0.003424063,0.0002571343],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001462232,"about_ca_system_score_gemma":0.005791081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003049318,"about_ca_topic_score_gemma":0.0003236638,"domain_scores_codex":[0.9851153,0.001609657,0.003611772,0.002311206,0.003066221,0.004285842],"domain_scores_gemma":[0.9876917,0.0007454159,0.0009154002,0.002341769,0.002419027,0.005886689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007229743,0.007528287,0.6852091,0.01118141,0.001479134,0.08287714,0.002590481,0.00002748761,0.03121401,0.005667696,0.005359366,0.1596361],"study_design_scores_gemma":[0.02669535,0.002634408,0.8698085,0.0072997,0.001517863,0.01316951,0.009793484,0.002223527,0.01343929,0.001209079,0.05065415,0.001555132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7818414,0.09055285,0.001496507,0.1176256,0.003459701,0.001291046,0.0002101263,0.0001964363,0.003326326],"genre_scores_gemma":[0.9511583,0.02784474,0.0011352,0.009328939,0.007714781,0.00009938344,0.0006127126,0.0001781168,0.001927762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1845994,"threshold_uncertainty_score":0.9998451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02756586618136505,"score_gpt":0.3189896308954999,"score_spread":0.2914237647141349,"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."}}