{"id":"W2079918077","doi":"10.1190/1.1825940","title":"Introduction to this special section: 4D","year":2004,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. John’s Health Sciences Centre","funders":"","keywords":"Section (typography); Special section; Geology; Computer science; Engineering; Engineering physics; Operating system","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":["insufficient_payload"],"category_scores_codex":[0.004326514,0.00007653343,0.0001048237,0.0001954318,0.0005498655,0.0007729916,0.0008252094,0.00002262922,0.001426528],"category_scores_gemma":[0.001349188,0.00004718321,0.00004802244,0.001201247,0.00007826286,0.0001778804,0.0002873584,0.0001190727,0.01367373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009547141,"about_ca_system_score_gemma":0.00002866505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003604693,"about_ca_topic_score_gemma":0.00006483865,"domain_scores_codex":[0.9981954,0.00007376572,0.0002518513,0.0005066172,0.000769638,0.000202751],"domain_scores_gemma":[0.998605,0.0001739293,0.00006771151,0.001004877,0.00008556981,0.00006290187],"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":[0.000008252118,0.00001389898,0.00002688438,4.975803e-7,0.000003338252,0.000001223093,0.001250574,0.003687654,0.0001621897,0.009416944,0.9373087,0.04811981],"study_design_scores_gemma":[0.00009682841,0.00002734047,0.0006368862,0.0000042955,0.000004633006,0.000008727097,0.0002888042,0.0001341794,0.0004700677,0.008956579,0.9893013,0.0000703858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.2912365,0.00004658688,0.1846075,0.1944401,0.1169329,0.0006218499,0.0000122037,0.0004136286,0.2116887],"genre_scores_gemma":[0.612365,0.000002665849,0.00424017,0.002946292,0.1529141,0.00001396806,0.0000111875,0.00002232488,0.2274843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3211285,"threshold_uncertainty_score":0.9994863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009897002868255,"score_gpt":0.3630802901817302,"score_spread":0.2620905898949046,"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."}}