{"id":"W2038483732","doi":"10.1139/t05-093","title":"Representativeness of measurements in the interpretation of earth dam behaviour","year":2006,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Representativeness heuristic; Pore water pressure; Geotechnical engineering; Drainage; Environmental science; Saturation (graph theory); Lateral earth pressure; Geology; Hydrology (agriculture); Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003073632,0.00005905102,0.0001073071,0.0001573043,0.0000217294,0.00001325907,0.0001774988,0.00006757725,0.00002204586],"category_scores_gemma":[0.00003354904,0.00004602721,0.00004723105,0.0002233199,0.00003533711,0.0000652366,0.000003780331,0.0002814344,0.000001132846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004628654,"about_ca_system_score_gemma":0.0000734273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01128109,"about_ca_topic_score_gemma":0.01894763,"domain_scores_codex":[0.9993086,0.00005146012,0.0002753233,0.00005023054,0.0001677459,0.000146668],"domain_scores_gemma":[0.9997013,0.00002720217,0.00004387365,0.0001044846,0.00006166114,0.00006149264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00003890057,0.0000735287,0.08751078,0.0000454095,0.00005169994,0.0001107315,0.0007272069,0.8770456,0.01179309,0.0003038123,0.001957298,0.02034196],"study_design_scores_gemma":[0.0006938145,0.00007635232,0.9370728,0.0002308819,0.00003839378,0.0001660724,0.0003568465,0.04858002,0.01102332,0.001081507,0.000489469,0.0001905277],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952049,0.0002379831,0.002617763,0.0001137217,0.000151172,0.00008911062,0.00001099203,0.00001172562,0.00156263],"genre_scores_gemma":[0.9998255,0.00000768304,0.00009457507,0.00001856145,0.00003293787,0.000002535472,0.000003484925,0.000006915747,0.00000784865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.849562,"threshold_uncertainty_score":0.998954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754301478885266,"score_gpt":0.2339113519849049,"score_spread":0.2163683371960523,"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."}}