{"id":"W2002372474","doi":"10.1021/es032433i","title":"Peer Reviewed: Equilibrium Sampling Devices","year":2003,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":333,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Altmetrics; Citation; Computer science; Social media; Reuse; Sampling (signal processing); World Wide Web; Icon; Information retrieval; Library science; Telecommunications; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005697119,0.001309198,0.001652656,0.005002119,0.00287318,0.005609832,0.002473385,0.003006939,0.7625512],"category_scores_gemma":[0.02053201,0.001272103,0.000822696,0.002667915,0.0007812287,0.004267207,0.004767539,0.002750599,0.7166628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172453,"about_ca_system_score_gemma":0.004417296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320848,"about_ca_topic_score_gemma":0.004092036,"domain_scores_codex":[0.9936711,0.0009631278,0.0006637793,0.000959679,0.003038646,0.0007037482],"domain_scores_gemma":[0.9793144,0.002318947,0.0005287553,0.002865332,0.01230304,0.002669524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009934931,0.00009959643,0.0006157451,0.0002331241,0.000007802796,0.0000591745,0.00009864567,0.0000243044,0.002113461,0.001061892,0.9280613,0.06752547],"study_design_scores_gemma":[0.00004881362,0.00007823117,0.001378997,0.0001161892,0.000007592059,0.00006124592,0.0001297844,0.0001099997,0.001834857,0.0006882518,0.9955265,0.00001947267],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01086776,0.002626529,0.02208087,0.01406698,0.0363585,0.01463982,0.06473351,0.02597525,0.8086508],"genre_scores_gemma":[0.01253267,0.001601288,0.01799885,0.002046263,0.003256318,0.006064788,0.02189707,0.00470383,0.9298989],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7625512,"threshold_uncertainty_score":0.3386919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02219408755608901,"score_gpt":0.2711547938116387,"score_spread":0.2489607062555496,"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."}}