{"id":"W4386252835","doi":"10.1002/dro2.82","title":"Hydrophilic solvent recovery from switched‐on microdroplet dissolution","year":2023,"lang":"en","type":"article","venue":"Droplet","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Research (Canada); University of Alberta","funders":"Institute for Oil Sands Innovation, University of Alberta; Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Research Chairs; University of Alberta","keywords":"Dissolution; Solvent; Emulsion; Polymer; Residue (chemistry); Chemical engineering; Aqueous solution; Materials science; Solubility; Chemistry; Aqueous two-phase system; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003451225,0.0002356915,0.0002846001,0.0001097445,0.0002677756,0.0001273862,0.0003232282,0.0001147005,0.001577809],"category_scores_gemma":[0.00007302897,0.00017179,0.0001283492,0.0002553342,0.00008264872,0.0001513146,0.0001257124,0.0001156863,0.008912685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006152927,"about_ca_system_score_gemma":0.00003786902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001167475,"about_ca_topic_score_gemma":0.00007458292,"domain_scores_codex":[0.9982714,0.0001152627,0.000298252,0.0005030977,0.0003325847,0.0004793893],"domain_scores_gemma":[0.9990919,0.0001490031,0.00009673172,0.0005356123,0.00002350217,0.0001032297],"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":[0.00009449678,0.00005947201,0.0001666991,0.00001327138,0.0000156935,0.00001652019,0.0002792065,0.00001619986,0.9685324,0.0001023925,0.01651858,0.01418502],"study_design_scores_gemma":[0.0002224236,0.0001331922,0.002356966,0.0000677701,0.00002442686,0.000003267064,0.0001101024,0.0006252564,0.9677864,0.001162052,0.02718474,0.0003234024],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931014,0.001555886,0.00009705934,0.002183924,0.001283577,0.0001287815,0.0003108094,0.0003772403,0.0009613152],"genre_scores_gemma":[0.9969659,0.000222139,0.0001594022,0.0004982809,0.00032596,0.00004668367,0.0001228414,0.00003756093,0.001621158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01386161,"threshold_uncertainty_score":0.9993349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02724656143480393,"score_gpt":0.2318583404679674,"score_spread":0.2046117790331635,"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."}}