{"id":"W1947258311","doi":"10.1002/cjce.22136","title":"Image analysis of heavy oil liberation from host rocks/sands","year":2014,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Wetting; Viscosity; Liberation; Environmental science; Mineralogy; Geology; Materials science; Chemistry; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002270799,0.0002533312,0.0001758492,0.0009171443,0.0001302489,0.0002647089,0.00024541,0.0002531921,0.00111071],"category_scores_gemma":[0.0003772274,0.0001293097,0.0001907797,0.0004632951,0.0002301621,0.0003096667,0.0002007309,0.0003282095,0.0002278058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001997488,"about_ca_system_score_gemma":0.0002634362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0013724,"about_ca_topic_score_gemma":0.001448408,"domain_scores_codex":[0.9999117,0.000005440244,0.000005209909,0.00001746374,0.00004042158,0.00001972812],"domain_scores_gemma":[0.9998299,0.00004695636,0.00002344268,0.00001713256,0.00006820314,0.00001437497],"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":[0.0001315361,0.000020027,0.0009417588,0.0001139235,0.00000850572,0.0001217647,0.00007827259,0.001234045,0.9691285,0.0002886798,0.0001198848,0.02781297],"study_design_scores_gemma":[0.00001033208,0.00008564302,0.01711348,0.00001070332,0.00003150099,0.0003794941,0.0001247198,0.04942229,0.9309825,0.0002292827,0.001591608,0.00001835347],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8442274,0.0005643212,0.1515086,0.00007616418,0.00003212308,0.00007539624,0.0002709624,0.0006393596,0.002605707],"genre_scores_gemma":[0.8470538,0.0007396343,0.148711,0.00004326508,0.00001538283,0.00005657406,0.0003194455,0.0001210879,0.00293988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0013724,"threshold_uncertainty_score":0.003715694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003470449202228369,"score_gpt":0.1766399998960605,"score_spread":0.1731695506938321,"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."}}