{"id":"W2042266187","doi":"10.1021/la2016534","title":"Nanoparticle Flotation Collectors: Mechanisms Behind a New Technology","year":2011,"lang":"en","type":"article","venue":"Langmuir","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Nanoparticle; Materials science; Contact angle; Bead; Adsorption; Polystyrene; Particle (ecology); Chemical engineering; Bubble; Phase (matter); Wetting; Nanotechnology; Composite material; Chemistry; Polymer","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":[0.002468455,0.0006413467,0.001140429,0.001100071,0.001496839,0.002449684,0.002562505,0.003382455,0.002279224],"category_scores_gemma":[0.001946104,0.001144857,0.000936861,0.0003529449,0.002147551,0.005608276,0.001377169,0.002188929,0.001539084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001698195,"about_ca_system_score_gemma":0.0007921272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006312013,"about_ca_topic_score_gemma":0.0005237013,"domain_scores_codex":[0.9983621,0.0001515787,0.00006767402,0.0004673939,0.0007891546,0.0001619645],"domain_scores_gemma":[0.9988445,0.0004720729,0.0001151668,0.0001554755,0.0003333414,0.0000794126],"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":[0.0002561398,0.0002244739,0.001390889,0.001673155,0.0001407816,0.0008314674,0.001585511,0.00228151,0.7536424,0.1628836,0.00346051,0.07162947],"study_design_scores_gemma":[0.0001619282,0.0008029804,0.001587267,0.0002342545,0.0001580095,0.001409533,0.0003179639,0.0371175,0.84957,0.0326265,0.07583319,0.000180955],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1960687,0.05308166,0.7046388,0.01187443,0.002691969,0.0009384786,0.0003022513,0.002882684,0.02752094],"genre_scores_gemma":[0.7688894,0.02051223,0.1744961,0.003030207,0.001802738,0.0007764417,0.0002065093,0.0002579968,0.03002833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003382455,"threshold_uncertainty_score":0.01305455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228440994148645,"score_gpt":0.2331538384044693,"score_spread":0.2103097389896048,"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."}}