{"id":"W4244513069","doi":"10.1063/1.5144137.1","title":"10.1063/1.5144137.1","year":2020,"lang":"en","type":"dataset","venue":"Default Digital Object Group","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; St. Michael's Hospital","funders":"","keywords":"Polyethylene glycol; Microfluidics; Biocompatible material; PEG ratio; Materials science; Dextran; Ferrofluid; Phase (matter); Chemical engineering; Nanotechnology; Aqueous two-phase system; Scaling; Magnetic field; Chemistry; Chromatography; Biomedical engineering; Organic chemistry; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001101456,0.0006620444,0.0005868333,0.000305643,0.000066074,0.0003102502,0.0006429848,0.0005394324,0.001046446],"category_scores_gemma":[0.0001201067,0.0006869992,0.0001832195,0.00105082,0.0001154457,0.0004477685,0.0002065237,0.0008232934,0.01200068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002488782,"about_ca_system_score_gemma":0.00004863286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009183461,"about_ca_topic_score_gemma":6.03939e-7,"domain_scores_codex":[0.9978809,0.00001138851,0.0006921081,0.0005059614,0.0004163677,0.0004933199],"domain_scores_gemma":[0.9989251,0.00004398682,0.0001345415,0.0006614028,0.0001335383,0.0001014093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000169108,0.00003356352,5.019791e-7,0.0002686929,0.0001133917,0.00006972058,0.00001196322,0.000001684068,0.0004568287,0.0001012674,0.9888437,0.01008175],"study_design_scores_gemma":[0.0002167979,0.0001504387,0.000005950956,0.0000906154,0.00003614563,0.00003631433,0.00001223578,0.00004220499,0.001932729,0.0001713771,0.996559,0.0007462539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00001236996,0.0002099506,0.006150946,0.00002082446,0.0004763309,0.0003745185,0.9721814,0.001216899,0.0193567],"genre_scores_gemma":[0.002060368,0.00003983638,0.00007343385,0.000267658,0.0005362213,0.00008280201,0.9957703,0.0001184607,0.001050882],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02358888,"threshold_uncertainty_score":0.9998667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00977155339217223,"score_gpt":0.2212268379321598,"score_spread":0.2114552845399876,"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."}}