{"id":"W2918297279","doi":"10.15126/thesis.00849748","title":"Humic acid, its colloidal and solution properties and relevance to bitumen recovery from oil sands.","year":2018,"lang":"en","type":"dissertation","venue":"Surrey Research Insight Open Access (The University of Surrey)","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dielectric; Oil sands; Wetting; Humic acid; Chemical engineering; Colloid; Materials science; Extraction (chemistry); Mineralogy; Asphalt; Chemistry; Composite material; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0009720919,0.000350446,0.0006829714,0.0004766679,0.001543794,0.001108695,0.002643968,0.0003609423,0.0006047672],"category_scores_gemma":[0.0007073382,0.0003076406,0.0001025703,0.000843792,0.0005024199,0.001727778,0.001768128,0.000842463,0.00005176085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000227051,"about_ca_system_score_gemma":0.0007179176,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007544482,"about_ca_topic_score_gemma":0.006764154,"domain_scores_codex":[0.9970456,0.0002210666,0.000331926,0.0009561445,0.0009131687,0.0005320604],"domain_scores_gemma":[0.9973526,0.000317174,0.0003244953,0.0005864818,0.001153546,0.0002656791],"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":[0.008518287,0.000441556,0.007357395,0.004200521,0.001546733,0.0000759332,0.01614786,0.000006329928,0.690069,0.00005847334,0.009828934,0.261749],"study_design_scores_gemma":[0.004850985,0.0003969924,0.01115508,0.01056887,0.0009164843,0.000008776012,0.0253241,0.0007309762,0.5143853,0.000732995,0.428385,0.00254447],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385059,0.005274928,0.00000687217,0.0003823369,0.0001231849,0.00009519132,0.0001847669,0.00003275314,0.05539407],"genre_scores_gemma":[0.8521249,0.00831875,0.0001199009,0.00002060813,0.0001377637,0.000009077475,0.0004760709,0.00004331368,0.1387496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4185561,"threshold_uncertainty_score":0.9999376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1210318836274796,"score_gpt":0.350724302122312,"score_spread":0.2296924184948325,"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."}}