{"id":"W7002558518","doi":"","title":"Numerisk modellering av erosjonsutløste kvikkleireskred","year":2020,"lang":"no","type":"dissertation","venue":"Duo Research Archive (University of Oslo)","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scientific education","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":[0.001209946,0.001220264,0.001398917,0.0008492724,0.001036414,0.004569937,0.00168159,0.003221665,0.01656187],"category_scores_gemma":[0.005980304,0.0009934002,0.001955465,0.001167292,0.0008635136,0.002892757,0.002077915,0.002794611,0.003492552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00179033,"about_ca_system_score_gemma":0.00307159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04916262,"about_ca_topic_score_gemma":0.0325544,"domain_scores_codex":[0.9992183,0.000214417,0.00005871524,0.0002273491,0.0001887872,0.00009234967],"domain_scores_gemma":[0.9986001,0.0008332367,0.0001247494,0.0001146846,0.0002647683,0.00006251629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000150182,0.0001026776,0.006014837,0.0005117914,0.0001213439,0.0002094781,0.0003678676,0.9274584,0.001732618,0.02200636,0.006240398,0.03508405],"study_design_scores_gemma":[0.00003798144,0.00004757642,0.00146007,0.000144263,0.00005170897,0.0000652905,0.0002706676,0.9593881,0.001339378,0.01799848,0.01914184,0.00005465813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1750645,0.007811438,0.7115877,0.00603829,0.001434443,0.0003007337,0.007674006,0.003441208,0.0866477],"genre_scores_gemma":[0.7859904,0.006211848,0.1308281,0.0005295837,0.0003386825,0.0005052061,0.00743364,0.001005472,0.06715703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04916262,"threshold_uncertainty_score":0.09775293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03127141239402022,"score_gpt":0.2518019696652729,"score_spread":0.2205305572712527,"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."}}