{"id":"W4385887273","doi":"10.55274/r0010045","title":"L52288 Investigative Ultrasonic Meters in Heavy Oil Service","year":2008,"lang":"en","type":"report","venue":"","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SGS (Canada)","funders":"","keywords":"Interview; Ultrasonic flow meter; Ultrasonic sensor; Service (business); Flow measurement; Task (project management); Computer science; Engineering; Systems engineering; Business; Acoustics; Marketing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003350553,0.0004008662,0.0006508289,0.0004056554,0.00003219796,0.00002755231,0.0002324774,0.0003011394,0.0002893747],"category_scores_gemma":[0.00008744723,0.000378891,0.0002006003,0.0008574278,0.00003764548,0.0001102021,0.00002168811,0.0005375287,0.0001556459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005867282,"about_ca_system_score_gemma":0.0003371168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00205648,"about_ca_topic_score_gemma":0.00692455,"domain_scores_codex":[0.9979976,0.00003509365,0.0004937659,0.0003221754,0.0007807718,0.000370546],"domain_scores_gemma":[0.999244,0.00004288002,0.00006495165,0.0003342761,0.0001882538,0.0001256232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000304603,0.0003324647,0.01834091,0.01090009,0.008560732,0.0008373843,0.005778663,0.1669815,0.02477733,0.00005509923,0.7061477,0.05725759],"study_design_scores_gemma":[0.002893021,0.0001286608,0.01197607,0.005452445,0.001967391,0.0002125828,0.001200345,0.06368438,0.05851222,0.0001987689,0.8454294,0.008344737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09483433,0.007645707,0.0001139147,0.0004129361,0.001406937,0.0001862863,0.00003625917,0.0009622013,0.8944014],"genre_scores_gemma":[0.8440325,0.06989849,0.004546686,0.001183297,0.00156941,0.0002578538,0.001022023,0.0006545322,0.07683527],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8175662,"threshold_uncertainty_score":0.9998663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05794104893272769,"score_gpt":0.238882706691538,"score_spread":0.1809416577588103,"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."}}