{"id":"W4249229849","doi":"10.1080/10916460500501083","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Energy; Syncrude (Canada)","funders":"","keywords":"Chemistry","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004907122,0.00009434195,0.0001092195,0.0009047332,0.0002980756,0.00005597651,0.0004672081,0.00007858002,0.00001923018],"category_scores_gemma":[0.0001425637,0.00008260827,0.000009051148,0.002411394,0.002870814,0.0002677405,0.0002103122,0.0001347815,0.0006673114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007596603,"about_ca_system_score_gemma":0.0001204012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007262646,"about_ca_topic_score_gemma":0.00006427889,"domain_scores_codex":[0.9986388,0.000005538712,0.0001148657,0.0004133211,0.000346117,0.0004813458],"domain_scores_gemma":[0.9994166,0.00001112587,0.00005011975,0.0003306029,0.0001483933,0.00004317806],"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":[0.000003949392,0.00005346708,0.06461085,0.000002836369,0.000001635674,0.00001043357,0.000009145961,0.00001301582,0.7181561,0.2098041,0.00180117,0.00553332],"study_design_scores_gemma":[0.001572057,0.0004756456,0.117554,0.00002513255,0.00003053401,0.0006044194,0.0004824188,0.008963756,0.421278,0.1422152,0.3059098,0.0008890515],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651679,0.000271151,0.00006884213,0.002254068,0.00005766951,0.00004964594,0.000003835487,0.0006234014,0.03150351],"genre_scores_gemma":[0.9984289,0.000004117931,0.0007474321,0.00003117653,0.00002079305,0.00001487356,5.159463e-7,0.0000111624,0.0007409701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3041086,"threshold_uncertainty_score":0.9998428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004544661171251356,"score_gpt":0.2229393513594688,"score_spread":0.2183946901882175,"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."}}