{"id":"W4415665698","doi":"10.63929/14432471.2025-237-04","title":"Exploration and Development Trends 2025","year":2025,"lang":"en","type":"article","venue":"Preview","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Condor Petroleum (Canada)","funders":"","keywords":"","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":[0.0001441131,0.00005758907,0.00009431258,0.00006519461,0.00001982832,0.00001686252,0.00003314406,0.00002081595,0.0000360042],"category_scores_gemma":[0.00001897005,0.00005345161,0.0000113007,0.0001454819,0.00000296876,0.00007266615,0.00001146129,0.00003920697,0.00001091511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001432656,"about_ca_system_score_gemma":0.000005613478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.546787e-7,"about_ca_topic_score_gemma":5.674175e-7,"domain_scores_codex":[0.999707,0.00001562859,0.0001226696,0.00005995306,0.00003425352,0.00006046043],"domain_scores_gemma":[0.9998605,0.00002551538,0.000005135897,0.00007977393,0.00000944881,0.00001962237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[3.46374e-7,0.000001984106,0.0001082666,0.0004847304,0.00001470597,1.655376e-7,0.00008011093,0.1381578,0.00002619991,0.0004303333,0.0009262972,0.859769],"study_design_scores_gemma":[0.000126848,0.000002060171,0.00182693,0.0002127976,0.000008365909,2.243038e-7,0.000004019598,0.09504418,0.0004807673,0.0001853976,0.9020205,0.00008793451],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00545934,0.07061793,0.9012361,0.000220472,0.0002953045,0.0001129871,4.749925e-7,0.0003604928,0.02169696],"genre_scores_gemma":[0.3767706,0.07142869,0.5289628,0.0002618142,0.0001473967,0.0004253648,0.00005793836,0.00007095186,0.02187446],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9010942,"threshold_uncertainty_score":0.2179693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05096863990319003,"score_gpt":0.3229423765902267,"score_spread":0.2719737366870367,"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."}}