{"id":"W4210540320","doi":"10.1190/tle20050552.1","title":"Reviews","year":2001,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Hydrogeology; Geology; Geophysics; Library science; Structural geology; Engineering physics; Engineering; Seismology; Computer science; Geotechnical engineering","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":[0.0004544735,0.00005460315,0.00007823303,0.000009765444,0.0001142541,0.00004287873,0.0007151357,0.00002122826,0.00004063161],"category_scores_gemma":[0.0001137796,0.00003287003,0.00003560851,0.000187885,0.00002459978,0.00007732702,0.0001228226,0.00009231111,0.001203686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007593539,"about_ca_system_score_gemma":0.000006225075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000201069,"about_ca_topic_score_gemma":8.383225e-7,"domain_scores_codex":[0.999533,0.00004066965,0.00008797448,0.0001281715,0.00005239288,0.0001577788],"domain_scores_gemma":[0.9994293,0.00005080116,0.0000364315,0.0004430372,0.00001568782,0.00002474806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000374038,0.00004693679,0.002311289,0.00005102464,0.00001479624,0.00005423545,0.003268905,0.0001199432,0.01025764,0.1376514,0.4900534,0.3561667],"study_design_scores_gemma":[0.00003026797,0.000004976362,0.0001941174,0.00001512061,0.000001299467,0.00004665227,0.000004578121,0.001288991,0.0008006079,0.006951816,0.990609,0.00005249745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004865513,0.001803653,0.1488455,0.04205877,0.000625906,0.000169522,1.006364e-7,0.0002651639,0.8013659],"genre_scores_gemma":[0.8057303,0.0004337738,0.004436596,0.003343299,0.0004624873,0.00002143922,8.323986e-7,0.00000255737,0.1855688],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8008648,"threshold_uncertainty_score":0.999574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05103852236434633,"score_gpt":0.2720448503942177,"score_spread":0.2210063280298713,"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."}}