{"id":"W4410641045","doi":"10.1016/j.mineng.2025.109443","title":"Synthesis, flotation behavior, and structure-performance relationship of three hydroxyl-containing cationic collectors","year":2025,"lang":"en","type":"article","venue":"Minerals Engineering","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"National Key Research and Development Program of China; China Scholarship Council; Key Technologies Research and Development Program; Northeastern University; National Natural Science Foundation of China","keywords":"Cationic polymerization; Chemistry; Chemical engineering; Waste management; Engineering; Organic chemistry","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":[0.000130635,0.0001047806,0.0001274825,0.0001205594,0.00007755838,0.00001970987,0.00007601461,0.00005606058,0.0001312853],"category_scores_gemma":[0.0001555154,0.0001083696,0.00001853249,0.0004010476,0.00003212943,0.0001968522,0.00002915999,0.00007239937,0.000003240702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006531941,"about_ca_system_score_gemma":0.00001056018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001044482,"about_ca_topic_score_gemma":0.0001260031,"domain_scores_codex":[0.9993324,0.00001529731,0.0002707448,0.0001537483,0.0001162455,0.0001115113],"domain_scores_gemma":[0.9996457,0.0001146952,0.00006428483,0.0001275252,0.00001726741,0.00003051659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001056036,0.0000192362,0.3395249,0.00005292512,0.000012092,4.430918e-7,0.0002703576,0.0393156,0.6125932,0.003819492,0.000497819,0.003883357],"study_design_scores_gemma":[0.0001912179,0.00003504609,0.6356284,0.00005675347,0.00003400953,0.000002833246,0.00001077794,0.1227183,0.2402537,0.0001776831,0.000707822,0.0001834564],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940644,0.00005533621,0.003500228,0.00005423209,0.00005862029,0.0002031239,0.000003908449,0.00007666242,0.001983519],"genre_scores_gemma":[0.9962229,0.00001156127,0.003070723,0.00002508845,0.000009236114,0.00007686154,0.00001070513,0.000008942558,0.0005639725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3723395,"threshold_uncertainty_score":0.4419183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01047362100785295,"score_gpt":0.2276655895847409,"score_spread":0.217191968576888,"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."}}