{"id":"W7134988802","doi":"10.1007/s13131-025-2569-y","title":"Forecasting of water temperature and salinity in a coastal strait region using machine learning techniques","year":2025,"lang":"en","type":"article","venue":"Acta Oceanologica Sinica","topic":"Hydrological Forecasting Using AI","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ocean Networks Canada Society","funders":"","keywords":"Salinity; Temperature salinity diagrams; Artificial neural network; Sea surface temperature; Hydrology (agriculture); Air temperature","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":[],"consensus_categories":[],"category_scores_codex":[0.000261529,0.0003972834,0.0002947466,0.0006479788,0.0002730109,0.000539438,0.0004337312,0.0004006976,0.0003194481],"category_scores_gemma":[0.0009883633,0.0001422298,0.0004088477,0.001020892,0.0002513013,0.0003937747,0.0002067029,0.0003911611,0.00009701859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020674,"about_ca_system_score_gemma":0.0009999983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1399013,"about_ca_topic_score_gemma":0.1235689,"domain_scores_codex":[0.9999297,0.00001459811,0.000007215755,0.0000195177,0.00001601259,0.00001295059],"domain_scores_gemma":[0.999571,0.0001460301,0.00007449646,0.00003001479,0.0001305415,0.0000479064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000156696,0.0001278185,0.09628478,0.00004526007,0.0001218313,0.0002659377,0.00007928405,0.872104,0.002845236,0.000508635,0.0007794586,0.02668099],"study_design_scores_gemma":[0.000007471764,0.00001590619,0.01653708,0.00000293884,0.00001164366,0.00000896103,0.00002886032,0.9828248,0.0002837601,0.0001501756,0.0001224103,0.000005966271],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913994,0.0001424712,0.006764093,0.0001778706,0.00003517503,0.00001106043,0.0003413411,0.0001282943,0.001000235],"genre_scores_gemma":[0.996314,0.00007265812,0.002931927,0.000006133087,0.00001358027,0.00000579267,0.0002929429,0.000003654185,0.0003594076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1399013,"threshold_uncertainty_score":0.278174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0327423736796189,"score_gpt":0.2591388475415057,"score_spread":0.2263964738618868,"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."}}