{"id":"W4406585375","doi":"10.1016/s0967-0653(98)84291-9","title":"10.1016/s0967-0653(98)84291-9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Hydrological Forecasting Using AI","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Trophic level; Environmental science; Structural basin; Seasonality; Geography; Climatology; Ecology; Biology; Geology; Geomorphology","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":[0.001385219,0.002732649,0.001814896,0.003027678,0.001988034,0.003678386,0.003284925,0.005662061,0.9886522],"category_scores_gemma":[0.00214344,0.0009805182,0.001419128,0.002982141,0.001976479,0.00612658,0.003093688,0.002943826,0.9920586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001049857,"about_ca_system_score_gemma":0.0009923569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004420302,"about_ca_topic_score_gemma":0.0034303,"domain_scores_codex":[0.9992568,0.00006653012,0.00007158486,0.0002676106,0.0001952446,0.0001422677],"domain_scores_gemma":[0.9974077,0.0008746103,0.0001836572,0.000352652,0.0005321313,0.0006492808],"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":[0.0004118322,0.0002727032,0.001056423,0.0006053488,0.00004618241,0.0002606859,0.0001188676,0.0005943632,0.001941041,0.005577961,0.349878,0.6392366],"study_design_scores_gemma":[0.00008257943,0.0001809217,0.0009818309,0.000489546,0.00002414708,0.0003764161,0.0001533342,0.0004920702,0.0004716896,0.0009149075,0.9957954,0.00003708466],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006151929,0.0004782233,0.001058066,0.0004731912,0.000297696,0.0001442802,0.001218811,0.001156906,0.9945576],"genre_scores_gemma":[0.0008184241,0.0002254789,0.0005669863,0.0002620347,0.00006767387,0.00007533828,0.0005094856,0.0001977708,0.9972768],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01134783,"threshold_uncertainty_score":0.0161863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008583455812164312,"score_gpt":0.1754593702516269,"score_spread":0.1668759144394626,"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."}}