{"id":"W3109358476","doi":"10.2118/1120-0029-jpt","title":"A “DUC Hunt” In Canada Reflects the Engineer’s Will To Evolve","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Victory; Population; The Internet; Work (physics); Engineering; Business; Public relations; Political science; Sociology; Computer science; Law; Mechanical engineering; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008711623,0.00009646103,0.0001865492,0.0002180101,0.00001193839,0.0000065627,0.0003185493,0.00008324682,0.00002274014],"category_scores_gemma":[0.0001423161,0.00007103416,0.00002886553,0.0006407171,0.00001432461,0.00005067918,0.00002445339,0.0005427805,0.000006761475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003767136,"about_ca_system_score_gemma":0.0002152045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00387457,"about_ca_topic_score_gemma":0.02494789,"domain_scores_codex":[0.9992685,0.000005687026,0.0002783222,0.0000687724,0.0001596945,0.0002190508],"domain_scores_gemma":[0.9996703,0.00002727827,0.00003596337,0.0001092194,0.00003397315,0.0001232224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008467792,0.00009993582,0.005957682,0.0005882863,0.0003500515,0.0005169243,0.002023293,0.5687777,0.1171046,0.002191782,0.2274485,0.07485662],"study_design_scores_gemma":[0.001493715,0.0008226241,0.01485487,0.0003275747,0.00006276074,0.0004551057,0.002252395,0.1175054,0.01583613,0.0008573418,0.844787,0.0007450743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9121161,0.001394658,0.007874601,0.07686615,0.001302367,0.00006283348,0.000003329757,0.0001192225,0.0002607465],"genre_scores_gemma":[0.9978984,0.00005062173,0.001344408,0.0004290251,0.0002458992,0.000005106587,3.544291e-7,0.00001586432,0.00001031339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6173385,"threshold_uncertainty_score":0.9928443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00529901257258496,"score_gpt":0.1824304302897704,"score_spread":0.1771314177171855,"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."}}