{"id":"W4388568974","doi":"10.2166/nh.2023.106","title":"Advances in monitoring and modelling of river ice processes","year":2023,"lang":"en","type":"article","venue":"Hydrology research","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan; Alberta Environment and Protected Areas; University of Alberta; Global Institute for Water Security","funders":"","keywords":"Environmental science; Hydrology (agriculture); Geology; Earth science; Geotechnical 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":[],"consensus_categories":[],"category_scores_codex":[0.001860004,0.00105227,0.0009652753,0.001570918,0.0002744113,0.002577443,0.001799567,0.0009433356,0.002022498],"category_scores_gemma":[0.005540677,0.0004378294,0.0006973392,0.002217516,0.0003957368,0.002913854,0.0009413639,0.001193317,0.0008768957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000766495,"about_ca_system_score_gemma":0.001261526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01195493,"about_ca_topic_score_gemma":0.01100724,"domain_scores_codex":[0.9992866,0.000145866,0.00005592428,0.0002389798,0.0002367045,0.00003606685],"domain_scores_gemma":[0.9971687,0.001070802,0.0004111107,0.0006150984,0.0006503236,0.00008395239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001180499,0.0002224232,0.03848379,0.0009562613,0.0001947292,0.00005855492,0.0001419183,0.3540718,0.02365717,0.006549138,0.003825523,0.5717206],"study_design_scores_gemma":[0.0000217273,0.00006101021,0.0215671,0.0001839329,0.0001563836,0.0001035979,0.00007722261,0.9137354,0.01517644,0.009552017,0.03929446,0.00007077552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.1080322,0.02207018,0.8456268,0.001928875,0.0004266288,0.0001273035,0.004242239,0.004772222,0.01277356],"genre_scores_gemma":[0.6360816,0.02812498,0.325178,0.0002433975,0.0007329762,0.0001566401,0.005944496,0.0004066545,0.003131379],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01195493,"threshold_uncertainty_score":0.02377069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07313314677688143,"score_gpt":0.3259607767686482,"score_spread":0.2528276299917667,"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."}}