{"id":"W6904203294","doi":"10.13374/j.issn2095-9389.2022.09.23.003","title":"Advancements in the application and mechanism of fine-grained mineral flotation collectors","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Iron Ore Company (Canada)","funders":"","keywords":"Mineral; Sulfide; Adsorption; Sulfide minerals; Hydrogen sulfide; Oxide; Mineral acid; Mineral processing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001632732,0.0006902053,0.0007010562,0.001488008,0.0005525505,0.001225574,0.000818236,0.001052268,0.001333421],"category_scores_gemma":[0.001142119,0.000548485,0.00119805,0.0008222547,0.0004982186,0.00227141,0.0009307661,0.001160936,0.0007581493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008667103,"about_ca_system_score_gemma":0.0008714915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186445,"about_ca_topic_score_gemma":0.001479327,"domain_scores_codex":[0.9992588,0.00007085237,0.00006163526,0.0001841746,0.0003381193,0.00008652457],"domain_scores_gemma":[0.9994472,0.0001715936,0.0000845706,0.00004325548,0.0002213016,0.00003209583],"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":[0.000185553,0.0001999643,0.003198331,0.01589304,0.0001930082,0.000550848,0.0008350445,0.0039098,0.6023852,0.02159867,0.004057779,0.3469928],"study_design_scores_gemma":[0.00004664893,0.0009123185,0.004143761,0.001106118,0.0003449275,0.001241148,0.00034983,0.01173005,0.5855409,0.003043148,0.3914032,0.0001379265],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.146222,0.6993629,0.1212001,0.002435251,0.001571481,0.0005813433,0.0004743491,0.0008335494,0.02731903],"genre_scores_gemma":[0.4325636,0.4647119,0.08715092,0.0009903859,0.0007975905,0.0004593652,0.0005414832,0.0001650649,0.01261974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001632732,"threshold_uncertainty_score":0.008634806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1504458682274454,"score_gpt":0.520523212568771,"score_spread":0.3700773443413257,"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."}}