{"id":"W7161870645","doi":"10.82308/34020","title":"Fluvial erosion of St-Lawrence and Ottawa River valleys clays: erosion mechanics, critical shear stress and geotechnical properties","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Tailings Management and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Erosion; Fluvial; Oil sands; Geotechnical investigation","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001815589,0.0003159433,0.0003834244,0.0001510581,0.000159098,0.0000688417,0.0001939313,0.0002670079,0.000296561],"category_scores_gemma":[0.00008075943,0.000268819,0.0000609092,0.00008803073,0.0001034997,0.0002082111,0.000130456,0.0004634762,0.000003208237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003717711,"about_ca_system_score_gemma":0.00001889827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001769979,"about_ca_topic_score_gemma":0.0001155989,"domain_scores_codex":[0.9985336,0.00004936716,0.0004054515,0.0003776841,0.0003771205,0.0002567498],"domain_scores_gemma":[0.999535,0.00005447414,0.00005269744,0.000209216,0.00007199383,0.00007660309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002519327,0.001245223,0.0009553071,0.04756658,0.0008035427,0.00008092641,0.02264756,0.01972511,0.678494,0.1420304,0.01908078,0.06485123],"study_design_scores_gemma":[0.004444568,0.004305058,0.007874729,0.01169051,0.001995074,0.00002617615,0.02643634,0.5214059,0.3853933,0.0145524,0.01493561,0.006940364],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745528,0.0149147,0.002884835,0.000153818,0.001616525,0.001197261,0.0001060003,0.0008326542,0.003741398],"genre_scores_gemma":[0.9958247,0.00186789,0.0005116055,0.00001304226,0.00005503146,0.00005748637,0.0001702066,0.00006299776,0.001437027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5016807,"threshold_uncertainty_score":0.9999764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01531493276294978,"score_gpt":0.2255702154030217,"score_spread":0.210255282640072,"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."}}