{"id":"W2610134769","doi":"10.4043/27770-ms","title":"Well Control Course Redesign for the 21st Century","year":2017,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Andragogy; Control (management); Learning styles; Computer science; Scope (computer science); Flipped classroom; Event (particle physics); Course (navigation); Process (computing); Knowledge management; Active learning (machine learning); Adult education; Engineering; Psychology; Mathematics education; Artificial intelligence; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003586732,0.0005033733,0.0002511674,0.0009079783,0.0009899702,0.002105557,0.002229807,0.0009594749,0.01375994],"category_scores_gemma":[0.006295513,0.0002117666,0.0004008645,0.0004596598,0.0005204493,0.001660118,0.001742082,0.002012214,0.00235323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003557467,"about_ca_system_score_gemma":0.005398831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00261127,"about_ca_topic_score_gemma":0.00535438,"domain_scores_codex":[0.9978279,0.0005684586,0.0001295163,0.0003271698,0.0008152165,0.0003317179],"domain_scores_gemma":[0.9936293,0.000876518,0.0006400047,0.000796795,0.001915857,0.002141604],"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":[0.0002338214,0.005706308,0.005202621,0.0003472671,0.00001501869,0.0001944882,0.001728711,0.003315653,0.008620053,0.006397686,0.04020056,0.9280379],"study_design_scores_gemma":[0.0005580724,0.006646214,0.08034384,0.001151001,0.00007560277,0.0008931631,0.004317398,0.02483256,0.02842277,0.0106203,0.8419057,0.0002333883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6322599,0.001793855,0.1913304,0.02490951,0.00587133,0.006288598,0.0004647961,0.01037979,0.1267018],"genre_scores_gemma":[0.5240927,0.001288136,0.3402537,0.00431097,0.0009713618,0.002658529,0.00115149,0.000661952,0.1246111],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01375994,"threshold_uncertainty_score":0.04603159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02783277365737974,"score_gpt":0.3273964589834813,"score_spread":0.2995636853261016,"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."}}