{"id":"W3208448786","doi":"10.3390/rs13214359","title":"A Bayesian Network Approach to Evaluating the Effectiveness of Modern Mine Hunting","year":2021,"lang":"en","type":"article","venue":"Remote Sensing","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Computer science; Bayesian network; Data mining; False alarm; Bayesian probability; Sonar; Grid; Artificial intelligence; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0007724068,0.00009533283,0.0001845246,0.00001463067,0.00008996936,0.00002274324,0.00006000092,0.00003377578,5.67337e-7],"category_scores_gemma":[0.0001814029,0.00008063207,0.00006344436,0.0004427802,0.00001399466,0.00001877872,0.00004664149,0.0001226731,0.000002501765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002059551,"about_ca_system_score_gemma":0.000012537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002270079,"about_ca_topic_score_gemma":0.00000292336,"domain_scores_codex":[0.9991117,0.0002410189,0.000156744,0.0001641818,0.0001240725,0.0002022418],"domain_scores_gemma":[0.998992,0.0005758375,0.00002505758,0.0002870854,0.00007940026,0.00004056708],"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":[0.000003065561,0.000004117697,0.000004572709,0.00008424163,0.00001664531,4.696159e-7,0.00008843503,0.4486449,0.2852842,0.0001978153,0.000002106973,0.2656694],"study_design_scores_gemma":[0.00007119166,0.000008183981,0.001208468,0.0001638504,0.00002387591,0.000008157426,0.00003507305,0.9759762,0.01262427,0.00977119,0.0000208244,0.00008876748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3706619,0.00009991576,0.6239646,0.00001881099,0.00004881966,0.0001329049,4.076698e-7,0.00004451487,0.005028167],"genre_scores_gemma":[0.6434157,0.000001041303,0.356418,0.00001555702,0.0001211876,1.113964e-7,0.000001817353,0.00001739382,0.000009138374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5273312,"threshold_uncertainty_score":0.328808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793829522742587,"score_gpt":0.2963095963280715,"score_spread":0.2683713011006456,"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."}}