{"id":"W2106112807","doi":"10.1017/s1431927611010403","title":"Microscopy of Heat Exchanger Fouling During SAGD Operations","year":2011,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Nuclear Physics and Applications","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Fouling; Heat exchanger; Microanalysis; Microscopy; Materials science; Chemical engineering; Chemistry; Engineering; Mechanical engineering; Physics; Membrane; Optics; Organic chemistry; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.00006983772,0.0001714401,0.000283823,0.0001035548,0.0002966012,0.0000466088,0.0001476097,0.00003668652,0.0007940549],"category_scores_gemma":[9.487024e-7,0.0001687067,0.0001603949,0.0002855773,0.0001118504,0.0001197269,0.00008822097,0.0001042108,0.00003583819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000106754,"about_ca_system_score_gemma":0.00002093181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001296683,"about_ca_topic_score_gemma":0.00002601657,"domain_scores_codex":[0.9990887,0.00002178308,0.0002919985,0.0003052788,0.00006184859,0.0002304041],"domain_scores_gemma":[0.9994557,0.00001101572,0.00005864311,0.0003194119,0.00007469822,0.00008056513],"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":[0.00001074931,0.0001485722,0.009500001,0.00001757121,0.0001846805,2.692155e-7,0.001173849,0.00002247444,0.9859784,0.002121343,0.00008028749,0.0007617757],"study_design_scores_gemma":[0.0003850017,0.0000207193,0.004158081,0.00002999558,0.0002612808,0.000001122799,0.0006770847,0.0002280817,0.99244,0.0007478166,0.0008052345,0.00024561],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893839,0.0002495926,0.007764712,0.00004182285,0.00003215056,0.0001351096,0.0001019731,0.00001767671,0.002273037],"genre_scores_gemma":[0.9901627,0.00003540159,0.008984922,0.00003207567,0.00008414059,0.00002398858,0.00004241822,0.00002437937,0.0006099377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006461543,"threshold_uncertainty_score":0.8694345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397263659331596,"score_gpt":0.2575133106155453,"score_spread":0.2435406740222294,"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."}}