{"id":"W2095538827","doi":"10.2118/0512-0068-jpt","title":"Unconventional Resources: Cracking the Hydrocarbon Molecules In Situ","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cracking; Hydrocarbon; Petroleum engineering; In situ; Geology; Environmental science; Chemistry; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0007184267,0.00009627697,0.000188378,0.0005183441,0.00002516355,0.00001317149,0.0002524105,0.0001316991,0.00001612265],"category_scores_gemma":[0.000139631,0.00007130973,0.00007657528,0.0003206562,0.00003802804,0.0001201434,0.00002714739,0.0005276534,0.000004836369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007778939,"about_ca_system_score_gemma":0.00000865842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001193838,"about_ca_topic_score_gemma":0.00000306055,"domain_scores_codex":[0.999128,0.00004289925,0.0003699965,0.00004661942,0.0001715812,0.000240935],"domain_scores_gemma":[0.9995894,0.0001021762,0.00008867891,0.000147305,0.00003072973,0.00004175325],"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":[0.000008548644,0.00002370663,0.01612241,0.00001857889,0.00004283305,0.00001838221,0.0001576854,0.9656774,0.01392737,0.001385729,0.00009725239,0.00252007],"study_design_scores_gemma":[0.004189593,0.0003477866,0.0978265,0.0003804572,0.000119269,0.00172441,0.001980161,0.6542412,0.04118792,0.01529157,0.181797,0.0009141297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9583668,0.003083576,0.03612348,0.0004171744,0.0003936461,0.00002140429,3.130683e-7,0.00007855727,0.001515056],"genre_scores_gemma":[0.9928617,0.00006173605,0.00682232,0.00001267348,0.0001872618,0.000002635813,2.561851e-7,0.0000179719,0.00003345509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3114362,"threshold_uncertainty_score":0.2907926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044597057446987,"score_gpt":0.2495757766659897,"score_spread":0.2391298060915198,"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."}}