{"id":"W2100850989","doi":"10.1190/1.2978978","title":"Collaborative methods in enhanced cold heavy oil production","year":2008,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Production (economics); Environmental science; Petroleum engineering; Business; Geology; Economics","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":[0.0003376959,0.00009464668,0.0001632104,0.0001116815,0.00009961201,0.00001357349,0.0001085196,0.00004689996,0.00001561245],"category_scores_gemma":[0.00008704719,0.00007102714,0.00003570097,0.0009502129,0.00005151616,0.0001146168,0.00001177449,0.000174299,0.000112943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008270199,"about_ca_system_score_gemma":0.00002129216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007938543,"about_ca_topic_score_gemma":0.00008144184,"domain_scores_codex":[0.9993201,0.0001363591,0.0001655453,0.0001250616,0.0000959014,0.0001570259],"domain_scores_gemma":[0.999649,0.0000566818,0.0000225569,0.000201239,0.00003938272,0.00003109742],"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":[0.00002605436,0.00004985746,0.0001112886,0.00005148636,0.0001114185,0.000008779123,0.02330546,0.35525,0.6006221,0.0002561307,0.01077057,0.009436821],"study_design_scores_gemma":[0.0002289105,0.00001621714,0.0001418199,0.00003418079,0.00001828721,0.000004789946,0.0005848964,0.04085558,0.9361781,0.00008506554,0.02163899,0.0002131249],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8993601,0.001628599,0.03866871,0.002723184,0.00157216,0.0002645847,0.000002574232,0.0006765939,0.05510351],"genre_scores_gemma":[0.9906499,0.0004831512,0.002248195,0.00005248707,0.0001587507,0.00004898878,0.000002520337,0.00001953021,0.006336439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.335556,"threshold_uncertainty_score":0.2896403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02478362550325068,"score_gpt":0.3001960591558837,"score_spread":0.275412433652633,"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."}}