{"id":"W2026231779","doi":"10.2118/2005-077","title":"Visualization Studies on Matrix- Fracture Transfer Due to Diffusion","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Visualization; Computer science; Fracture (geology); Diffusion; Matrix (chemical analysis); Materials science; Artificial intelligence; Thermodynamics; Composite material; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001432985,0.0002460521,0.0001717583,0.0003201691,0.0001883555,0.0002331943,0.0002577131,0.0002707415,0.001259523],"category_scores_gemma":[0.0004197451,0.0001508637,0.0001086414,0.0001943273,0.0002406908,0.0002595381,0.0002605144,0.0003178486,0.0000945512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002977196,"about_ca_system_score_gemma":0.0001019358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008135147,"about_ca_topic_score_gemma":0.0005058827,"domain_scores_codex":[0.9999175,0.00001043219,0.000003293981,0.00001999037,0.00003236219,0.00001639093],"domain_scores_gemma":[0.99968,0.0001563225,0.00005259469,0.00002832242,0.00006042722,0.00002239189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005128069,0.00001423176,0.0004758108,0.00003937903,0.000002973158,0.0001354218,0.00007019683,0.001960122,0.9935243,0.000274526,0.00005695506,0.003394759],"study_design_scores_gemma":[0.00002159057,0.0002344914,0.007215824,0.00001165462,0.00001113744,0.0004211324,0.00007555696,0.05947371,0.9308711,0.0003191605,0.001328804,0.00001588134],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848491,0.000644894,0.01302933,0.00007783258,0.00001108005,0.00002047541,0.00008075998,0.0001256021,0.001161015],"genre_scores_gemma":[0.9951225,0.0001405179,0.004160258,0.00000845974,0.000004454027,0.00001031204,0.00004123419,0.00000918051,0.0005031354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001259523,"threshold_uncertainty_score":0.004213572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01690765936763176,"score_gpt":0.2616216069485944,"score_spread":0.2447139475809626,"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."}}