{"id":"W4282926423","doi":"10.17742/image.pm.13.1.3","title":"Oil Topography: Weaving the World of Oil","year":2022,"lang":"en","type":"article","venue":"Imaginations Journal of Cross-Cultural Image Studies","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emily Carr University of Art and Design","funders":"","keywords":"Weaving; Petroleum engineering; Oil painting; Environmental science; Geology; Engineering; History; Mechanical engineering; Art history","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":["sts"],"category_scores_codex":[0.001059332,0.0001680969,0.000347726,0.0002648712,0.001384325,0.0004572986,0.0006391435,0.00001650732,0.0002662798],"category_scores_gemma":[0.002171705,0.0001041491,0.000361525,0.001186833,0.003677583,0.002565005,0.0004293077,0.0005728655,0.000002723211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515391,"about_ca_system_score_gemma":0.0001090799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003094618,"about_ca_topic_score_gemma":0.0002885421,"domain_scores_codex":[0.9977803,0.0002970207,0.000638639,0.0001546943,0.0007884983,0.0003408541],"domain_scores_gemma":[0.9881448,0.0003656679,0.0003780371,0.0002422289,0.01080832,0.00006096862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004297975,0.000731956,0.009241353,0.0003388957,0.001930972,0.000267939,0.009916754,0.023453,0.01215221,0.695575,0.01356577,0.2323964],"study_design_scores_gemma":[0.002151565,0.0003103582,0.01210888,0.00008688,0.0002011899,0.000429942,0.04554478,0.0002175707,0.004120609,0.0762971,0.858072,0.0004591082],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6302752,0.01508531,0.00001684857,0.03098799,0.0009115456,0.00004430163,0.00004101153,0.00004116507,0.3225967],"genre_scores_gemma":[0.9762083,0.0004278608,0.0005820436,0.0001421005,0.0001377899,0.00002621288,0.000003144376,0.00001158708,0.02246092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8445063,"threshold_uncertainty_score":0.9999157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839549618255403,"score_gpt":0.4016279056954336,"score_spread":0.3732324095128795,"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."}}