{"id":"W4281650426","doi":"10.1061/9780784484258.034","title":"Large Riprap Design and Construction—Big Bar Landslide","year":2022,"lang":"en","type":"article","venue":"World Environmental and Water Resources Congress 2022","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Riprap; Levee; Geotechnical engineering; Geology; Landslide; Debris; Rockfall","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003254945,0.0002202788,0.0001981704,0.00006751352,0.0009948213,0.00006425226,0.0001731243,0.00004216797,0.02189508],"category_scores_gemma":[0.000001180177,0.000158516,0.00004978874,0.00007628836,0.0004104212,0.0001086963,0.001258887,0.0003249397,0.0001549084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009577505,"about_ca_system_score_gemma":0.000001474916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005062531,"about_ca_topic_score_gemma":0.00002003588,"domain_scores_codex":[0.998316,0.0001783151,0.0002184384,0.0004815792,0.0003763354,0.0004293649],"domain_scores_gemma":[0.9995408,0.00003281221,0.00005723394,0.0001948506,5.740607e-7,0.0001737455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008290333,0.0005238501,0.8674848,0.00004122826,0.0002790415,0.0005052775,0.01169891,0.005658659,0.02884194,0.0002087472,0.01165561,0.07227287],"study_design_scores_gemma":[0.001315077,0.0001478586,0.01725029,0.000005668614,0.00004969424,0.0002608468,0.001112129,0.0009693262,0.001888885,0.0004742557,0.9761378,0.0003881701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952421,0.0007125276,0.00007045701,0.0003963054,0.0003020381,0.0002659113,0.00007028718,0.00004357607,0.002896796],"genre_scores_gemma":[0.9835645,0.0002869403,0.0003460926,0.000423314,0.0000483578,0.00007088402,0.00004943109,0.00002860938,0.01518185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9644822,"threshold_uncertainty_score":0.978999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00557737045133232,"score_gpt":0.171914278686283,"score_spread":0.1663369082349506,"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."}}