{"id":"W2000007159","doi":"10.1002/cjce.5450780423","title":"Determining equivalent pore diameter for rigid porous spargers","year":2000,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Bubble; Sparging; Porosity; Flux (metallurgy); Mechanics; Materials science; Chromatography; Chemistry; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001761657,0.00006947002,0.0000920919,0.00002975426,0.00004474771,0.00003033355,0.0001677374,0.00003426414,0.001549628],"category_scores_gemma":[0.00005620965,0.00005218271,0.00006170601,0.00006224056,0.00003988615,0.00008798234,0.000004170076,0.000101796,0.00001235645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001338158,"about_ca_system_score_gemma":0.00003102799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002105538,"about_ca_topic_score_gemma":0.0001081288,"domain_scores_codex":[0.9994525,0.000005800458,0.000200688,0.00005800846,0.0001042692,0.0001787338],"domain_scores_gemma":[0.9996101,0.00004131763,0.0000477196,0.00007390067,0.000009739419,0.0002172804],"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":[0.00005785545,0.00003196584,0.001845308,0.00003930528,0.00008436062,0.0001220672,0.003239591,0.1125503,0.7098714,0.000635049,0.05893281,0.11259],"study_design_scores_gemma":[0.0009675741,0.0002106973,0.001118764,0.0001167711,0.00006585251,0.0005497694,0.00002628271,0.06808703,0.7142814,0.001226948,0.2126876,0.0006613504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955786,0.00003628543,0.002040461,0.0006743805,0.00007815116,0.00009583174,0.000004126577,0.0000145837,0.001477612],"genre_scores_gemma":[0.9953623,0.000001773774,0.003964162,0.0003152395,0.00007736341,0.000004744951,0.00000179535,0.00001055039,0.0002620672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1537548,"threshold_uncertainty_score":0.9993631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267832721813026,"score_gpt":0.2177631075924448,"score_spread":0.2050847803743145,"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."}}