{"id":"W2042319629","doi":"10.1190/1.2369753","title":"The VTEM airborne electromagnetic system‐benchmarking continuous improvement via repeat surveys over time","year":2006,"lang":"en","type":"article","venue":"","topic":"Geophysical and Geoelectrical Methods","field":"Earth and Planetary Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Condor Petroleum (Canada)","funders":"","keywords":"Benchmarking; Prospecting; Remote sensing; Sustainability; Geology; Computer science; Mining engineering; Business","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001402019,0.0001999935,0.0002562538,0.00003468941,0.0003615584,0.0001472049,0.0002662099,0.00006808597,0.001312205],"category_scores_gemma":[0.00003465305,0.000112545,0.0001141687,0.000390492,0.00006488759,0.00007834282,0.00001728651,0.0001724559,0.0006653964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001228725,"about_ca_system_score_gemma":0.00002396352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01449509,"about_ca_topic_score_gemma":0.001358488,"domain_scores_codex":[0.9977069,0.0005241978,0.000364306,0.0003678621,0.000370717,0.0006659572],"domain_scores_gemma":[0.9986686,0.0007761793,0.000101976,0.0002873546,0.00005334699,0.0001125378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002971366,0.00003662972,0.007947135,0.00001869101,0.00002438358,0.00001624812,0.000005236176,0.0001170907,0.003936736,0.0004868173,0.002036522,0.9853448],"study_design_scores_gemma":[0.0002867974,0.001119591,0.9343677,0.000009709452,0.00002569709,0.00001321157,0.000007076155,0.05614675,0.001793641,0.002364783,0.003583584,0.0002815045],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9134749,0.0009778122,0.005031449,0.0004272606,0.0005861369,0.0006398745,0.00001706331,0.0002884085,0.07855705],"genre_scores_gemma":[0.9876895,0.000007214985,0.0009483869,0.0001039217,0.0003976923,0.000003988965,0.00004040878,0.000004946502,0.01080394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9850633,"threshold_uncertainty_score":0.9996007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003534050009314664,"score_gpt":0.1826788674958497,"score_spread":0.1791448174865351,"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."}}