{"id":"W4415522690","doi":"10.22541/essoar.176131949.92897200/v1","title":"Hydrology Tool Set (HTS): A Suite of Online Tools and Models for Open Science","year":2025,"lang":"","type":"article","venue":"","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Suite; Hydrograph; Streamflow; Hydrology (agriculture); Hydrological modelling; Flexibility (engineering); Surface runoff; Soil and Water Assessment Tool; Water resources","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.002488746,0.002169799,0.001424786,0.003008614,0.0008346742,0.0036765,0.004565043,0.001651492,0.06007124],"category_scores_gemma":[0.006942116,0.001797222,0.00258706,0.003163222,0.0005240371,0.003994019,0.003071251,0.002725174,0.04106955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001226821,"about_ca_system_score_gemma":0.002848513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01356381,"about_ca_topic_score_gemma":0.009943692,"domain_scores_codex":[0.9989999,0.0001860362,0.0001307153,0.0001230411,0.0004524291,0.0001078025],"domain_scores_gemma":[0.9972668,0.001416498,0.000162394,0.0003948488,0.0005671553,0.000192358],"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":[0.0001949868,0.0001502016,0.002359231,0.001465535,0.0001945861,0.0002411686,0.0002625038,0.05455752,0.001537666,0.01875634,0.8663975,0.05388281],"study_design_scores_gemma":[0.0005716722,0.0000710977,0.001955095,0.0004335021,0.0001027514,0.0002078833,0.0001405899,0.2321588,0.005775942,0.05180507,0.7064878,0.0002898213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003828278,0.0005025719,0.2517101,0.000766797,0.000410332,0.0006423111,0.2972955,0.4278168,0.01702725],"genre_scores_gemma":[0.03469835,0.001606038,0.2282431,0.0009051774,0.0002396362,0.003590923,0.5999619,0.1159463,0.01480846],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.9954349,"threshold_uncertainty_score":0.2009583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03649435825166846,"score_gpt":0.3045009963150344,"score_spread":0.2680066380633659,"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."}}