{"id":"W6946356710","doi":"10.3389/fenvc.2024.1376079.s001","title":"DataSheet1_Performance of pitcher-type POU filters for the removal of 75 PFAS from drinking water: comparing different water sources.pdf","year":2024,"lang":"en","type":"dataset","venue":"Figshare","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tap water; Filtration (mathematics); Contamination; Total organic carbon; Water treatment; Filter (signal processing)","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["open_science","insufficient_payload"],"category_scores_codex":[0.0004095935,0.000398274,0.0005467208,0.0002549566,0.0001682471,0.001569186,0.007862207,0.0001492796,0.01373947],"category_scores_gemma":[0.0003941735,0.0002160866,0.0001708064,0.0002071195,0.00003620471,0.003936516,0.008313132,0.0006478786,0.003253337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000613835,"about_ca_system_score_gemma":0.00005033002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002810529,"about_ca_topic_score_gemma":0.0001457585,"domain_scores_codex":[0.9968405,0.0001157009,0.000625806,0.0008498274,0.0009399253,0.0006282207],"domain_scores_gemma":[0.9958029,0.0006995584,0.0003253517,0.002926515,0.0001599234,0.00008574326],"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":[0.00003486374,0.00003606884,0.000007443884,0.001836763,0.0003028408,0.00003961679,0.0001160903,0.00006527737,0.0002123767,0.000007860284,0.9965107,0.0008301301],"study_design_scores_gemma":[0.0002247267,0.00007925221,0.00006521705,0.002199963,0.00009463277,0.000006510017,0.00002815127,0.007069372,0.007699989,0.00003846014,0.9822097,0.0002840255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002912351,0.0004835104,0.0001562612,0.000230654,0.0004775816,0.0007131119,0.997516,0.00004519631,0.00008644334],"genre_scores_gemma":[0.0007869446,0.0002158841,0.0004164813,0.00008004476,0.000239592,0.0001449201,0.9976584,0.00002707294,0.0004306185],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01430097,"threshold_uncertainty_score":0.9997075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1276935424995951,"score_gpt":0.3320648653773045,"score_spread":0.2043713228777094,"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."}}