{"id":"W6995575668","doi":"","title":"Optimization of spodumene flotation with fatty acid collectors","year":2025,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Data scrubbing; Spodumene; Beneficiation; Adsorption; Conditioning; Froth flotation; Mineral processing","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000156752,0.0002520705,0.00028757,0.0005655089,0.0001099968,0.00004756821,0.0001766746,0.0002618211,0.0005045751],"category_scores_gemma":[0.00001181739,0.0002894517,0.00006879929,0.001003455,0.00001927715,0.001110285,0.00001249441,0.0002234042,0.000007835331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008541111,"about_ca_system_score_gemma":0.0002733324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001619578,"about_ca_topic_score_gemma":0.0001183354,"domain_scores_codex":[0.9991933,0.00003522724,0.0001766051,0.0002422065,0.0002058295,0.0001468178],"domain_scores_gemma":[0.9994146,0.00004267861,0.0001564074,0.0001824269,0.0001347335,0.00006920002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008345636,0.0001252895,0.001057371,0.002215192,0.0004532615,0.0000310672,0.001660325,0.8230562,0.0004992057,0.001884763,0.167635,0.0005477894],"study_design_scores_gemma":[0.003691939,0.0005368092,0.01003643,0.001942136,0.001024038,0.000001083433,0.01470523,0.0169131,0.7188058,0.0001677804,0.2293641,0.002811517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1589622,0.0003889648,0.09225511,0.005683454,0.002778729,0.002423665,0.0004620463,0.004277473,0.7327684],"genre_scores_gemma":[0.249801,0.00228081,0.01609385,0.00004895892,0.00007363871,0.000006634445,0.006629261,0.0001306429,0.7249352],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8061431,"threshold_uncertainty_score":0.9999558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004352439072412164,"score_gpt":0.1783363592858743,"score_spread":0.1739839202134622,"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."}}