{"id":"W7009679744","doi":"","title":"Experimental characterization of effervescent atomization","year":2013,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Process (computing); Fusible alloy; Work (physics); Diafiltration; Limiting","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001210655,0.0002474505,0.0003428338,0.0008768483,0.0001811629,0.00007000987,0.0003454228,0.0003386298,0.0001231866],"category_scores_gemma":[0.00000460324,0.0003009978,0.0001480708,0.0005713495,0.00007611088,0.000269071,0.00002884331,0.0005268044,0.00003432205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005340309,"about_ca_system_score_gemma":0.0001682674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00141897,"about_ca_topic_score_gemma":0.0005640216,"domain_scores_codex":[0.9983726,0.0001312703,0.0002879015,0.0003261446,0.0004779618,0.0004041685],"domain_scores_gemma":[0.999225,0.00003531934,0.00004612095,0.0003356274,0.0001996683,0.0001582988],"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":[0.0001187605,0.00007733658,0.001309412,0.0004506823,0.0001149639,0.00004060275,0.0004007622,0.0001104395,0.9942064,0.002848381,0.0001331151,0.0001891051],"study_design_scores_gemma":[0.000565093,0.0001843976,0.07323145,0.0002165194,0.00003842599,0.000002928139,0.000553867,0.01001959,0.9128774,0.00002050739,0.001924103,0.0003656749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616031,0.0001251886,0.0002255677,0.00001024432,0.0009576635,0.0005795058,0.00002104836,0.000133238,0.03634441],"genre_scores_gemma":[0.9844741,0.0003013302,0.000008793861,8.413934e-7,0.0001418027,0.000007295259,0.0007069879,0.00007485443,0.01428397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.081329,"threshold_uncertainty_score":0.9999442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230738346684777,"score_gpt":0.2363188422671056,"score_spread":0.2240114588002578,"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."}}