{"id":"W4391809803","doi":"10.21203/rs.3.rs-3544936/v1","title":"Adsorption Investigation of Polyacrylic Acid on Sub-micron Titanium Dioxide Surface and Associated Effects on Flocculation","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"China Scholarship Council; University of Alberta","keywords":"Polyacrylic acid; Titanium dioxide; Adsorption; Flocculation; Chemical engineering; Materials science; Chemistry; Polymer; Composite material; Organic chemistry; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001751485,0.0002620434,0.0002343712,0.0001984612,0.0002913426,0.0002075379,0.0002541724,0.0003885897,0.00143171],"category_scores_gemma":[0.0002532865,0.000127726,0.0003396117,0.0002160079,0.0002004816,0.000212693,0.000133696,0.0002961011,0.0002831146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002209737,"about_ca_system_score_gemma":0.0002004296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002232509,"about_ca_topic_score_gemma":0.001625064,"domain_scores_codex":[0.9998623,0.00001730713,0.000006244318,0.00002620143,0.00004360025,0.00004431854],"domain_scores_gemma":[0.9998759,0.00004683455,0.00001645319,0.00001241982,0.0000364455,0.00001191231],"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":[0.0001372839,0.00002656916,0.0001462581,0.00004242458,0.000005759733,0.00002679487,0.0000230475,0.00008238466,0.9987588,0.0000225776,0.00001427135,0.0007138201],"study_design_scores_gemma":[0.000003624955,0.0002016706,0.002414241,0.00000199867,0.000009346114,0.00002172577,0.00002147148,0.0003767379,0.9967212,0.000009265636,0.0002153659,0.000003215593],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978393,0.0005099889,0.0007312726,0.00002469872,0.00001436468,0.00001102974,0.00006989896,0.0000119713,0.0007875582],"genre_scores_gemma":[0.9969177,0.0004519872,0.0006645733,0.00002361545,0.00001007458,0.00001033669,0.00009366201,0.000010065,0.00181791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002232509,"threshold_uncertainty_score":0.004789531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0361716878108289,"score_gpt":0.3453713621627542,"score_spread":0.3091996743519253,"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."}}