{"id":"W2901740118","doi":"10.25071/10315/35336","title":"Experimental Results and Proposed Electromechanical Model for Vibrational Communication in Mining and Oil-Gas Drill Strings","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Research Council (Canada); University of Saskatchewan","funders":"","keywords":"Drill; Petroleum engineering; Computer science; Drill string; Fossil fuel; Mechanical engineering; Geology; Engineering; Waste management","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":[0.0003010566,0.0003823132,0.0002940757,0.0002532259,0.0003685961,0.0004318838,0.0007009619,0.000807629,0.005479347],"category_scores_gemma":[0.0005166816,0.0001430612,0.0003484778,0.0002370049,0.0003043976,0.0005659258,0.0001941239,0.0003329031,0.0007369446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003191421,"about_ca_system_score_gemma":0.0003171476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002368491,"about_ca_topic_score_gemma":0.001669671,"domain_scores_codex":[0.9998567,0.00003376578,0.000008769379,0.00002660466,0.00005754438,0.00001653888],"domain_scores_gemma":[0.999828,0.00006775937,0.0000156138,0.00001731043,0.00006184158,0.000009493911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004234925,0.000214125,0.003256909,0.0003352222,0.00002302318,0.00055709,0.0002815947,0.8642496,0.08441108,0.009214178,0.001813847,0.03521978],"study_design_scores_gemma":[0.00001854773,0.0001821337,0.0007078325,0.00001150145,0.000009859591,0.00006450696,0.00005311139,0.9861085,0.01089436,0.0007940779,0.001141241,0.00001437049],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.448027,0.000571041,0.5047522,0.0008171497,0.0002418071,0.0002672087,0.0005333984,0.002417385,0.04237274],"genre_scores_gemma":[0.9762751,0.0001733509,0.01756442,0.00002882112,0.000007332739,0.00008695268,0.0001266711,0.00002204815,0.005715192],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005479347,"threshold_uncertainty_score":0.01833022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022774671708204,"score_gpt":0.2259247535968848,"score_spread":0.2156970068798028,"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."}}