{"id":"W4411618089","doi":"10.51847/2p2ydzkvgc","title":"10.51847/2P2YdZkvgc","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contamination; Water quality; Water contamination; Environmental science; Index (typography); Water resource management; Environmental engineering; Hydrology (agriculture); Engineering; Geotechnical engineering; Ecology; Biology; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006411212,0.001116825,0.0007175657,0.002668426,0.001173169,0.004703017,0.001415054,0.002414694,0.9193272],"category_scores_gemma":[0.001174091,0.0003788058,0.0006145581,0.00290351,0.0007486684,0.001611946,0.002844133,0.001355262,0.9142534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001165597,"about_ca_system_score_gemma":0.000974215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003807636,"about_ca_topic_score_gemma":0.001773106,"domain_scores_codex":[0.9993238,0.00005658831,0.00004952789,0.0002179196,0.0002453859,0.000106679],"domain_scores_gemma":[0.9990022,0.0001233116,0.00005138955,0.0002304552,0.0004016546,0.0001909091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002067634,0.0002230873,0.001415334,0.0004455438,0.00002542277,0.0004353712,0.00007714059,0.0006644448,0.005306158,0.006159796,0.3046175,0.6804234],"study_design_scores_gemma":[0.00002605573,0.00002798038,0.001067334,0.0001209891,0.000008201362,0.0004107165,0.00008076327,0.001115916,0.001153276,0.001378699,0.9945884,0.000021732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004021669,0.001214215,0.01122344,0.001547068,0.002143662,0.0002979776,0.003508222,0.006436219,0.9696074],"genre_scores_gemma":[0.0123218,0.0006801737,0.005951483,0.0005920949,0.0002549924,0.0001472114,0.003691603,0.001037185,0.9753235],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0806728,"threshold_uncertainty_score":0.11507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009936512821755514,"score_gpt":0.2036470340388238,"score_spread":0.1937105212170683,"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."}}