{"id":"W6912150002","doi":"10.5281/zenodo.15483232","title":"tswiftlapointe/Hybrid_LSTM: First release","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drainage basin; Streamflow; Hydrology (agriculture); Structural basin; Water resources","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005881343,0.001808779,0.0006608784,0.0008859104,0.0004311956,0.001301708,0.002966517,0.001350701,0.2272513],"category_scores_gemma":[0.002690136,0.00109092,0.0008694933,0.0009720034,0.0004001964,0.001759852,0.001615914,0.001581423,0.1834823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103443,"about_ca_system_score_gemma":0.00172051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02841525,"about_ca_topic_score_gemma":0.03141784,"domain_scores_codex":[0.9997186,0.00002206907,0.00001576649,0.00006871508,0.0001225278,0.00005238917],"domain_scores_gemma":[0.999546,0.00006854327,0.00002370747,0.00007442956,0.0002401869,0.00004706567],"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":[0.0001147847,0.00002710458,0.0002295807,0.0002072828,0.00004880128,0.00004623661,0.0000387836,0.005811806,0.001579039,0.001626564,0.951502,0.03876808],"study_design_scores_gemma":[0.0004027181,0.000068065,0.0009706794,0.0001780179,0.00003842461,0.000144646,0.00003314826,0.09274165,0.01444212,0.007868951,0.8829916,0.0001200224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003925107,0.0007363785,0.1472805,0.0009395881,0.001376819,0.0004461819,0.3051641,0.4956533,0.0444781],"genre_scores_gemma":[0.03163598,0.0006979677,0.1390598,0.0006541169,0.0002431366,0.001352242,0.5516477,0.1600094,0.1146997],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2272513,"threshold_uncertainty_score":0.7602313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0212317317054719,"score_gpt":0.2376979942755466,"score_spread":0.2164662625700747,"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."}}