{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001756702,0.0001800539,0.00024438,0.00007973584,0.0004954755,0.00005811239,0.0005597498,0.00005036017,0.0001115793],"category_scores_gemma":[0.0000476627,0.000129444,0.0001216564,0.0007030162,0.0004634653,0.0002319809,0.00003311407,0.000153623,0.0004724695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003371089,"about_ca_system_score_gemma":0.00009900014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004322041,"about_ca_topic_score_gemma":0.00002605928,"domain_scores_codex":[0.9982065,0.00009625793,0.0001942971,0.0005049639,0.0004604151,0.000537583],"domain_scores_gemma":[0.9991588,0.0002314949,0.00005445662,0.0002179682,0.00003604141,0.0003012379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002979959,0.000187699,0.01389132,0.00001322274,0.00001862557,0.00009436128,0.0004675906,0.09221484,0.0006073697,0.001215387,0.002010606,0.8892492],"study_design_scores_gemma":[0.00009825952,0.0001841315,0.0663293,0.000005186947,0.000005875893,0.00003801238,0.000005939019,0.9245501,0.0003885668,0.006906408,0.00126592,0.0002222762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9636932,0.0001907654,0.0328299,0.000393048,0.00048112,0.0001013317,0.00001195575,0.0001103886,0.0021883],"genre_scores_gemma":[0.9684844,0.00003694832,0.03020452,0.0007245021,0.0002093019,0.000001520248,0.000005911755,0.00000254029,0.0003303593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8890269,"threshold_uncertainty_score":0.6072797,"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."}}