{"id":"W4231198610","doi":"10.2523/89324-ms","title":"Prediction of Critical Foam Velocity for Effective Cuttings Transport in Horizontal Wells","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Exhibition; Citation; Cutting; Computer science; Engineering; Library science; Archaeology; Horticulture; Geography; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002494571,0.0001677988,0.0003599415,0.0002012797,0.00005305567,0.00002227867,0.00007541177,0.000149711,0.000008121011],"category_scores_gemma":[0.00008777034,0.0001704403,0.00009451884,0.000200783,0.0001226455,0.000371957,0.00001163343,0.0001853547,7.489762e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007113225,"about_ca_system_score_gemma":0.00002118626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001463914,"about_ca_topic_score_gemma":0.00001573202,"domain_scores_codex":[0.9989489,0.000002977452,0.0003906607,0.0002418671,0.0001786237,0.0002369588],"domain_scores_gemma":[0.9995231,0.00006227416,0.00006689016,0.00004666103,0.0002305388,0.00007052225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007508085,0.00100108,0.03488419,0.01543636,0.0004224781,0.00001024527,0.01875225,0.01740125,0.8660469,0.0118126,0.0001635303,0.03331828],"study_design_scores_gemma":[0.004070364,0.0009888195,0.05384371,0.003224575,0.0003155986,0.00002183735,0.002516759,0.05483295,0.8602775,0.01923684,0.0001013506,0.0005697223],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921688,0.00009637763,0.005961716,0.0002113925,0.00006375159,0.0003195737,0.00002894284,0.0000791682,0.00107021],"genre_scores_gemma":[0.9987018,0.0001662851,0.0009577242,0.000007361635,0.00006764395,0.00005678305,0.00001961556,0.00001840571,0.000004420457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0374317,"threshold_uncertainty_score":0.6950353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075642095233692,"score_gpt":0.2187561675750816,"score_spread":0.2079997466227447,"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."}}