{"id":"W2065358513","doi":"10.1093/imamat/hxr049","title":"An energy-economic oil production model","year":2011,"lang":"en","type":"article","venue":"IMA Journal of Applied Mathematics","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Library science; Computer science","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":[0.0006278951,0.0001469199,0.0002899065,0.0001320813,0.00008038305,0.00003277743,0.0003847262,0.00009989622,0.0001671256],"category_scores_gemma":[0.00004726888,0.0001228421,0.00009949203,0.00008698982,0.00009706389,0.0002498149,0.00004058614,0.0001900449,0.00002487937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001690562,"about_ca_system_score_gemma":0.0001952726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006072156,"about_ca_topic_score_gemma":0.00004054456,"domain_scores_codex":[0.9987307,0.00002045027,0.0005594314,0.0001530357,0.0002599002,0.0002764552],"domain_scores_gemma":[0.9989209,0.00002627111,0.0002894803,0.0003869631,0.0002082078,0.0001681967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002196971,0.0005357652,0.000003543832,0.00009200391,0.00007118789,0.00001256293,0.002499128,0.09361583,0.003791733,0.8562593,0.0002315581,0.04266765],"study_design_scores_gemma":[0.0004430183,0.000146653,0.000006668825,0.00002268227,0.00004695085,0.0001180933,0.001877379,0.05053872,0.0364603,0.9087767,0.001349009,0.0002138014],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6483407,0.00006952286,0.01196956,0.0001312237,0.0002659805,0.00005593461,0.000002295617,0.00005939475,0.3391054],"genre_scores_gemma":[0.9443527,0.00006107067,0.05464796,0.00003949508,0.0001959084,0.000007753696,0.000001299261,0.00002914705,0.0006646369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3384408,"threshold_uncertainty_score":0.5009356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02907390188811983,"score_gpt":0.26519327413636,"score_spread":0.2361193722482402,"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."}}