{"id":"W4404372035","doi":"10.1088/1742-6596/2834/1/012103","title":"Study on Variability Production Characteristics of Fracturing Fluid Imbibition Displacement for Typical Shale","year":2024,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Imbibition; Petroleum engineering; Fracturing fluid; Oil shale; Shale gas; Geology; Displacement (psychology); Production (economics); Hydraulic fracturing","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":[],"consensus_categories":[],"category_scores_codex":[0.0003697372,0.0001200661,0.0002843978,0.00007276285,0.00004105553,0.00006149143,0.00009372605,0.00003956791,0.00001827592],"category_scores_gemma":[0.00009072878,0.0000940806,0.0001283464,0.0001117004,0.0000324884,0.0002853388,0.0000142321,0.0002118539,0.000002040077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000618616,"about_ca_system_score_gemma":0.00004522828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001344199,"about_ca_topic_score_gemma":0.000001228049,"domain_scores_codex":[0.9991117,0.00003583955,0.0004020771,0.000117421,0.0002213411,0.0001115925],"domain_scores_gemma":[0.9994386,0.00007896162,0.00009542148,0.0001494292,0.0001963085,0.00004128768],"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":[0.003791757,0.004518001,0.009366588,0.00828644,0.005496928,0.0001076714,0.02960362,0.3379817,0.2467777,0.007905984,0.001907482,0.3442561],"study_design_scores_gemma":[0.0007088046,0.002501608,0.06120979,0.001270461,0.0007676451,0.00002798592,0.002437807,0.02824809,0.8911346,0.009728973,0.001418827,0.0005454045],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8945376,0.00002880172,0.1042969,0.0001556776,0.0006923859,0.0001553124,0.00001631002,0.00003251894,0.00008442003],"genre_scores_gemma":[0.9990852,0.00004189358,0.0002398712,0.000002385684,0.0005570863,0.000009025976,0.000006664324,0.00001510993,0.00004269108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6443569,"threshold_uncertainty_score":0.3836496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01965629840351522,"score_gpt":0.2623791109199344,"score_spread":0.2427228125164192,"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."}}