{"id":"W4396698630","doi":"10.1080/17486025.2024.2347273","title":"Effective fracture placement using alternate fracturing","year":2024,"lang":"en","type":"article","venue":"Geomechanics and Geoengineering","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fracture (geology); Geology; Hydraulic fracturing; Geotechnical engineering; Petroleum engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001792594,0.0002847422,0.0002418372,0.0002763325,0.0000870708,0.0001942861,0.0001071793,0.0001240471,0.00005568565],"category_scores_gemma":[0.000009408282,0.0002585971,0.00009953329,0.0002290596,0.000006542258,0.0001807505,0.00006355063,0.0004155913,0.00002102484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001038594,"about_ca_system_score_gemma":0.000007642765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003625809,"about_ca_topic_score_gemma":0.000003368603,"domain_scores_codex":[0.9988999,0.000008731808,0.0002009327,0.0002940485,0.0001809944,0.0004154205],"domain_scores_gemma":[0.9995764,0.00005975408,0.00001281951,0.0001935814,0.00001584024,0.0001415585],"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":[0.000001781073,0.000003437744,0.00000336241,0.0003654184,0.0002307032,0.000064534,0.0002064755,0.9905855,0.002692376,0.00006727596,0.00006337255,0.00571578],"study_design_scores_gemma":[0.0001103316,0.00001705201,0.00002173871,0.0002202477,0.00007140937,0.00005191803,0.00003678043,0.9743167,0.006086727,0.0002501273,0.01851146,0.0003054753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3081129,0.01039729,0.6792302,0.00006711876,0.0008908045,0.0001847722,0.000009655311,0.0008951892,0.0002120238],"genre_scores_gemma":[0.9982634,0.0006282848,0.0006021378,0.00003478641,0.0003099058,0.00002086348,0.000007962395,0.00007610337,0.00005651047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6901505,"threshold_uncertainty_score":0.9999866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004314581632493337,"score_gpt":0.2065583550306053,"score_spread":0.2022437733981119,"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."}}