{"id":"W6942252798","doi":"10.1371/journal.pwat.0000143.s001","title":"Data completeness by variable corresponding to the geometric mean of &lt;i&gt;E. coli&lt;/i&gt; (n = 1625) of Manitoba Beaches, Canada, 2007–2021.","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Completeness (order theory); Geometric mean; Variable (mathematics); Calculus (dental); Geometric probability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002077897,0.0008668743,0.0007440569,0.004207707,0.001387684,0.00101059,0.002930471,0.000627708,0.05602482],"category_scores_gemma":[0.01402256,0.0006164173,0.001079444,0.01100001,0.0007699901,0.001097225,0.001327015,0.00112064,0.01235791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006296242,"about_ca_system_score_gemma":0.01970703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9114395,"about_ca_topic_score_gemma":0.9317453,"domain_scores_codex":[0.9972333,0.0002224013,0.0003561302,0.0004855079,0.001147212,0.0005553931],"domain_scores_gemma":[0.9789348,0.001671989,0.002917765,0.001632867,0.01394386,0.0008985989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002308036,0.00004963069,0.08352989,0.0007028108,0.0001368477,0.00003467051,0.0001771514,0.0006433747,0.0001279772,0.0009196871,0.8999721,0.01347509],"study_design_scores_gemma":[0.0002137981,0.00007312095,0.6922347,0.0005797894,0.0001126251,0.00008244269,0.001403271,0.0006954849,0.0004474652,0.0004784734,0.303612,0.00006678534],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.006689198,0.0001539577,0.0003978708,0.000302482,0.0001339021,0.0001597797,0.9836219,0.0002291161,0.00831188],"genre_scores_gemma":[0.0540488,0.0003615393,0.001701551,0.000486444,0.00006063806,0.0006456627,0.9096361,0.0001824764,0.03287677],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.08856052,"threshold_uncertainty_score":0.1874217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05266339046442281,"score_gpt":0.2524938496247893,"score_spread":0.1998304591603665,"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."}}