{"id":"W4406438948","doi":"10.1016/0967-0653(94)93788-5","title":"10.1016/0967-0653(94)93788-5","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":false,"ca_institutions":"","funders":"","keywords":"Multivariate statistics; Pollution; Multivariate analysis; Environmental science; Ecology; Biology; Statistics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002038671,0.0001086373,0.0001009419,0.0000180625,0.0001009002,0.00003530842,0.0002149737,0.00004546424,0.999763],"category_scores_gemma":[0.00000648995,0.0001006677,0.00004490091,0.0001535636,0.00006216345,0.0001317512,0.00007385854,0.00007609287,0.9995481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009976613,"about_ca_system_score_gemma":0.000006009468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001826856,"about_ca_topic_score_gemma":0.00000153737,"domain_scores_codex":[0.9990467,0.00007022377,0.0001568297,0.0002231896,0.0002450778,0.0002579074],"domain_scores_gemma":[0.9995351,0.00001774517,0.00002184566,0.0002524209,0.000002566358,0.0001702557],"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":[0.0000294864,0.00007708546,0.000001525153,0.000001909826,0.000006047457,0.00000314623,0.00007990313,0.0006616193,0.0001114648,0.000002524303,0.4720538,0.5269715],"study_design_scores_gemma":[0.0001350294,0.00007430029,0.0005583472,0.000004244334,0.000006040198,0.000003625411,0.000001197198,0.0001252859,0.0002657035,0.00002578401,0.9986473,0.0001530958],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002077676,0.000005857079,0.000003755598,0.0009798876,0.00000193271,0.0001318708,0.000016572,0.00008114785,0.9967013],"genre_scores_gemma":[0.001303808,1.248795e-7,0.0002310626,0.0002469162,0.0000518082,0.0000136951,0.00001188482,0.00001023426,0.9981304],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5268184,"threshold_uncertainty_score":0.410511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045935998650956,"score_gpt":0.1969164235526951,"score_spread":0.1864570635661856,"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."}}