{"id":"W6950624348","doi":"10.5683/sp2/5vqihc","title":"Replication Data for: Meyer D., Hill C., McCain K., Smith J., Bessong P., Rogawski McQuade E., Wright N., Embedding Usage Sensors in Point-of-Use Water Treatment Devices: Sensor Design and Application in Limpopo, South Africa. 2021.","year":2021,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Replication (statistics); Embedding; Wright; Key (lock)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005065804,0.002420361,0.001837316,0.002836284,0.002135618,0.004016589,0.004872351,0.003397106,0.1718676],"category_scores_gemma":[0.04029532,0.001161958,0.002528562,0.006113796,0.0009905532,0.002788276,0.002947819,0.002377461,0.1336689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002245212,"about_ca_system_score_gemma":0.005235274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05303666,"about_ca_topic_score_gemma":0.08699445,"domain_scores_codex":[0.9970079,0.000630786,0.0004784341,0.0008419714,0.0007230008,0.0003180512],"domain_scores_gemma":[0.9874939,0.00330815,0.0007686037,0.003842815,0.003946392,0.0006401624],"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":[0.00007361166,0.00001296057,0.0004146261,0.0008108743,0.0000466578,0.00001382075,0.00002476711,0.0001184131,0.00008686943,0.0004211724,0.9969675,0.001008689],"study_design_scores_gemma":[0.0009359376,0.00002657308,0.003705113,0.0006776952,0.0001202057,0.00004980029,0.0001272974,0.0002378022,0.0003216715,0.002248758,0.9914784,0.00007084775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00004714394,0.00004432608,0.00006742085,0.000132469,0.0000705498,0.00002762377,0.998921,0.0001796297,0.0005099029],"genre_scores_gemma":[0.0005352423,0.00005865101,0.0005313559,0.0001203516,0.00002311756,0.000296269,0.9973041,0.0001643091,0.0009666293],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1718676,"threshold_uncertainty_score":0.5749544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06834349869321718,"score_gpt":0.3170053626014178,"score_spread":0.2486618639082006,"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."}}