{"id":"W4410303725","doi":"10.2118/225148-ms","title":"Development of Automated Real-Time Drilling Hazards Analysis Platform to Help Manage Drilling Parameters for Safe and Efficient Drilling","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Measurement while drilling; Computer science; Petroleum engineering; Embedded system; Geology; Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001076473,0.001294842,0.0006497632,0.001756868,0.0002890005,0.001260145,0.001993453,0.0005185456,0.01112464],"category_scores_gemma":[0.002026358,0.0005086576,0.0006627972,0.0004452532,0.0002580379,0.001450926,0.001275341,0.0007935881,0.005292912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004246825,"about_ca_system_score_gemma":0.0011964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002134925,"about_ca_topic_score_gemma":0.002015776,"domain_scores_codex":[0.9994523,0.000059712,0.00004040486,0.0001287129,0.0002574416,0.00006142888],"domain_scores_gemma":[0.9989921,0.0002012058,0.0001379512,0.000114775,0.0004339016,0.0001200108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008586413,0.0005291513,0.009943946,0.0009980315,0.0001873681,0.0007153567,0.0006535507,0.1064264,0.1070691,0.005619327,0.05222299,0.7147762],"study_design_scores_gemma":[0.0001606996,0.0003543332,0.005985506,0.0001819892,0.00007982322,0.0002944153,0.0002137093,0.8499992,0.07929543,0.004905426,0.05837591,0.0001534995],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01677749,0.0002004221,0.8541458,0.0002532254,0.0001306686,0.0007459922,0.002177488,0.1198269,0.005742083],"genre_scores_gemma":[0.2067393,0.0003780447,0.7705874,0.0002369629,0.00007491101,0.001080584,0.006539471,0.003122961,0.01124028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01112464,"threshold_uncertainty_score":0.03721565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00728694246829402,"score_gpt":0.2254392930168357,"score_spread":0.2181523505485417,"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."}}