{"id":"W2074146254","doi":"10.1002/cjce.20076","title":"On the drift‐flux analysis of flotation and foam fractionation processes","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Foam fractionation; Flux (metallurgy); Mechanics; Fractionation; Multiphase flow; Environmental science; Geology; Materials science; Chromatography; Chemistry; Thermodynamics; Physics; Metallurgy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001444652,0.00004024721,0.00007047145,0.00008039634,0.00005790012,0.0000100122,0.00007766008,0.00002140013,0.0002782951],"category_scores_gemma":[0.0002954742,0.00002490671,0.00002868446,0.0003480766,0.00005571337,0.00008147975,0.000003306802,0.00008497136,0.000001567196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000571273,"about_ca_system_score_gemma":0.00003615335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004045379,"about_ca_topic_score_gemma":0.0003635922,"domain_scores_codex":[0.999613,0.000009663781,0.0001464129,0.00003698119,0.0001399084,0.00005401215],"domain_scores_gemma":[0.9996413,0.0001296758,0.00008259139,0.00004785203,0.00003420486,0.00006439925],"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":[0.00003591866,0.00004267435,0.01087213,0.00003136448,0.0004130351,0.00001187383,0.007936847,0.2936918,0.6615096,0.007523744,0.01550774,0.002423232],"study_design_scores_gemma":[0.0002894481,0.00009303353,0.0495434,0.00004752307,0.0002484814,0.00008330333,0.00007395261,0.1679079,0.7758812,0.001508779,0.00407812,0.0002448944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976269,0.00002841716,0.001114634,0.0007776616,0.00001592416,0.00003495118,0.000001445992,0.000003887797,0.0003961949],"genre_scores_gemma":[0.9996201,0.000004529124,0.000186335,0.0001245172,0.0000138739,0.000001810709,0.000001806569,0.000002892759,0.00004416215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1257839,"threshold_uncertainty_score":0.3047136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039577198986173,"score_gpt":0.2021346922133818,"score_spread":0.1917389202235201,"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."}}