{"id":"W4392596994","doi":"10.5194/egusphere-egu24-1587","title":"Transforming river morphology over 60 years of urban development ","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Morphology (biology); Geography; Biology; Zoology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002075486,0.0001329833,0.00007986691,0.0005402636,0.0006657845,0.001677745,0.000251944,0.0002341376,0.004355396],"category_scores_gemma":[0.0009832236,0.000118662,0.0001261962,0.001181294,0.0009973358,0.0005384242,0.0007482479,0.0002296709,0.0007719292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003178257,"about_ca_system_score_gemma":0.001650694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2275533,"about_ca_topic_score_gemma":0.5855718,"domain_scores_codex":[0.9998013,0.00001727501,0.0000079055,0.00003366751,0.0001159487,0.00002393005],"domain_scores_gemma":[0.9996953,0.00002628966,0.00006293296,0.000049548,0.0001302456,0.00003567386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00008335395,0.00004155111,0.2772525,0.0002537118,0.00005855585,0.0009505002,0.0085235,0.01645579,0.01378092,0.03190419,0.05900912,0.5916863],"study_design_scores_gemma":[0.000002331438,0.00003929136,0.8245816,0.00005697444,0.0000219874,0.0002786665,0.003727011,0.002349942,0.002018869,0.003012616,0.163886,0.00002458377],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7149773,0.002188043,0.00806814,0.003918445,0.0002266142,0.00006804958,0.01110984,0.0006422178,0.2588014],"genre_scores_gemma":[0.9578397,0.002656238,0.003698956,0.0003185554,0.00004377244,0.00001961261,0.003282366,0.00009650095,0.03204436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2275533,"threshold_uncertainty_score":0.4524575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488794002631031,"score_gpt":0.237248997064461,"score_spread":0.2223610570381507,"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."}}