{"id":"W1990049943","doi":"10.1016/j.cageo.2007.11.006","title":"A hydrogeophysical synthetic model generator","year":2008,"lang":"en","type":"article","venue":"Computers & Geosciences","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Generator (circuit theory); Geology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004428312,0.0007184792,0.0004430561,0.0007820067,0.0002770873,0.0006720946,0.001692258,0.0008350358,0.02999316],"category_scores_gemma":[0.002451912,0.0006216197,0.0005792853,0.0006680061,0.0002584023,0.0009337933,0.0008894607,0.0009195113,0.008081329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000353016,"about_ca_system_score_gemma":0.0007594365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001849478,"about_ca_topic_score_gemma":0.001384226,"domain_scores_codex":[0.9998724,0.00002267317,0.00001019557,0.00003180715,0.00005231344,0.00001045118],"domain_scores_gemma":[0.9994547,0.000198239,0.00003093268,0.0001353043,0.0001420937,0.00003871864],"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":[0.0004095061,0.000169955,0.003122511,0.0002610198,0.0001284149,0.0006076649,0.0001515751,0.6568944,0.01502244,0.03931986,0.1082008,0.1757119],"study_design_scores_gemma":[0.0001221894,0.0000155157,0.0002196515,0.000007935611,0.00001179662,0.00006454878,0.000009528757,0.9612479,0.004438511,0.01299561,0.02085138,0.00001537599],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007808866,0.00003294957,0.9270898,0.000197183,0.000186418,0.0001793267,0.009315978,0.04808132,0.007108128],"genre_scores_gemma":[0.3511265,0.0002034134,0.5845714,0.0004178749,0.0001741073,0.001126164,0.03092869,0.01578528,0.01566661],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02999316,"threshold_uncertainty_score":0.1003371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02496727822346953,"score_gpt":0.2217276188116958,"score_spread":0.1967603405882263,"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."}}