{"id":"W4226542776","doi":"10.1002/essoar.10511042.1","title":"Use of Mixed Methods in Hydrological Science: what are their Contributions?","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Preprint; World Wide Web; Space Science; Computer science; Library science; Data science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1878951,0.002827844,0.006426078,0.008802235,0.002752225,0.01679582,0.004439418,0.007644898,0.005586342],"category_scores_gemma":[0.3018802,0.001744188,0.004719155,0.01148946,0.0109197,0.01689253,0.01005228,0.008655938,0.001224085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005913524,"about_ca_system_score_gemma":0.00811786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003325821,"about_ca_topic_score_gemma":0.003361045,"domain_scores_codex":[0.7034301,0.2690999,0.006384781,0.006048051,0.01412242,0.0009148198],"domain_scores_gemma":[0.4700502,0.4842727,0.009621528,0.01860057,0.0154343,0.002020543],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005109145,0.0001727496,0.005441544,0.01263884,0.003256978,0.0002471633,0.00418386,0.003575419,0.0002447942,0.441244,0.01006621,0.5184174],"study_design_scores_gemma":[0.0001850385,0.0002963317,0.00195017,0.01462933,0.0008853811,0.0004137819,0.002110562,0.01210808,0.0005726611,0.8648851,0.1016811,0.0002824906],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003481755,0.3278409,0.590119,0.05402065,0.007862882,0.001082662,0.00055451,0.0002813595,0.01475628],"genre_scores_gemma":[0.08697963,0.1832565,0.6940493,0.01343075,0.0126683,0.006412059,0.000351213,0.0004070278,0.00244521],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8121049,"threshold_uncertainty_score":0.9936962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05441291222105368,"score_gpt":0.3412083443541211,"score_spread":0.2867954321330675,"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."}}