{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001023087,0.0009061577,0.0005589827,0.003350595,0.002504673,0.002543854,0.001098522,0.0007609145,0.431282],"category_scores_gemma":[0.00844631,0.0002411427,0.0004950686,0.001995701,0.0004566192,0.001952512,0.001652249,0.002178973,0.28479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001696847,"about_ca_system_score_gemma":0.001778208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006038721,"about_ca_topic_score_gemma":0.007350004,"domain_scores_codex":[0.9994857,0.00006139298,0.0000326439,0.00008515739,0.0002934974,0.0000416379],"domain_scores_gemma":[0.9958155,0.0005170865,0.000132373,0.0003735773,0.002708014,0.0004535354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002475857,0.0000185429,0.00009361446,0.00007318336,0.000001562942,0.00003568836,0.00003616032,0.0000499209,0.0001246346,0.003273623,0.9565287,0.03973966],"study_design_scores_gemma":[0.000002601906,0.000007748251,0.0002551099,0.00006980373,0.000001414662,0.0000252849,0.00004206082,0.00002216318,0.0001035586,0.001721653,0.9977455,0.0000031046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001475222,0.01128713,0.008033452,0.02519822,0.2358972,0.0006711931,0.01366577,0.001518516,0.7022533],"genre_scores_gemma":[0.00430415,0.003998368,0.001910056,0.003817879,0.01963321,0.0001992003,0.006215659,0.0005240912,0.9593975],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5687181,"threshold_uncertainty_score":0,"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."}}