{"id":"W4403265352","doi":"10.1007/978-3-031-61519-1_5","title":"Determination of Stresses at the Bed of a Shallow River","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"River bed; Geology; Geotechnical engineering; Hydrology (agriculture)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008522438,0.0001822462,0.0002178071,0.00006932762,0.00001593107,0.000002753823,0.0001787889,0.0002299947,0.002015306],"category_scores_gemma":[0.00002889654,0.0001370161,0.00007391775,0.00006100865,0.0001471475,0.00003988493,0.00007356206,0.0002737533,0.00002135565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006192545,"about_ca_system_score_gemma":0.000006713672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002967856,"about_ca_topic_score_gemma":0.002655967,"domain_scores_codex":[0.9992401,0.00000306626,0.0002295488,0.0002097343,0.0001931278,0.0001244029],"domain_scores_gemma":[0.9995444,0.0001950788,0.00007032206,0.0001673457,0.000005623433,0.00001724933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007617739,0.00006596597,0.008061623,0.002570219,0.0001991899,0.0001524042,0.005301388,0.9265017,0.0247943,0.002875081,0.00005567477,0.0293463],"study_design_scores_gemma":[0.002417571,0.001088275,0.01421681,0.009738151,0.001916324,0.0001336464,0.0000152665,0.1711274,0.4500249,0.2004221,0.1443553,0.00454423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3948706,0.03675296,0.117316,0.001694613,0.002668557,0.002767749,0.0004766381,0.0004984371,0.4429545],"genre_scores_gemma":[0.9970779,0.0001549304,0.0002934829,0.00002086375,0.00002616283,0.000006942306,0.00001695566,0.00002781688,0.002374911],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7553743,"threshold_uncertainty_score":0.998897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006072120707158302,"score_gpt":0.1934987027520555,"score_spread":0.1874265820448972,"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."}}