{"id":"W6949691274","doi":"10.5281/zenodo.15696997","title":"Monitoring Salinization in the Alberta Canal and Antwerp Harbor","year":2025,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Hydrology (agriculture); Water level; Temperature measurement; Conductivity; Water column; Salinity; Air temperature; Pressure sensor","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":[0.0003877638,0.001298594,0.0007155696,0.002155678,0.0005484787,0.001107654,0.001664825,0.001038331,0.006384302],"category_scores_gemma":[0.001480511,0.0002963888,0.0007482376,0.005594558,0.0003035499,0.0003490279,0.0007852247,0.0006697002,0.006846416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003203669,"about_ca_system_score_gemma":0.003680266,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6373521,"about_ca_topic_score_gemma":0.7930836,"domain_scores_codex":[0.9996318,0.00003526155,0.00002342561,0.0001121871,0.000123713,0.00007355541],"domain_scores_gemma":[0.999298,0.00009403707,0.0000567375,0.0001095364,0.0003399202,0.0001019192],"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":[0.0002472166,0.0000844441,0.02636342,0.0009251611,0.0001752348,0.0001347765,0.000116568,0.003526849,0.0005969746,0.0005334045,0.9541772,0.01311873],"study_design_scores_gemma":[0.0003278459,0.00005792301,0.2680043,0.0005614998,0.0001403005,0.0001587283,0.0005748206,0.005863517,0.001190187,0.001082223,0.7219369,0.0001017591],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.003303269,0.0002118382,0.00007691148,0.00007851337,0.00001914929,0.00001046883,0.9950536,0.0002564453,0.0009898902],"genre_scores_gemma":[0.003160205,0.00009668437,0.0002351767,0.00002648545,0.000004613974,0.00001950581,0.9956757,0.00001622665,0.0007653182],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6373521,"threshold_uncertainty_score":0.7295672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03190322624970432,"score_gpt":0.2954683940405901,"score_spread":0.2635651677908857,"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."}}