{"id":"W2043631950","doi":"10.1039/c3cp55391d","title":"Modelling the behaviour of switchable-hydrophilicity solvents","year":2014,"lang":"en","type":"article","venue":"Physical Chemistry Chemical Physics","topic":"Chemical Reaction Mechanisms","field":"Chemistry","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Materials science; Polymer science; Chemical engineering; Nanotechnology; Chemistry; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001132638,0.0004391024,0.0005748488,0.00000616966,0.0001019996,0.00003209839,0.0008344196,0.0002242146,0.0001992746],"category_scores_gemma":[0.000190902,0.0003592459,0.0004928503,0.0002395419,0.0003013217,0.0001160856,0.0002984153,0.0008901313,0.00003801621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001253513,"about_ca_system_score_gemma":0.00004118975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005233498,"about_ca_topic_score_gemma":4.575845e-8,"domain_scores_codex":[0.9975368,0.00001396037,0.0004820337,0.0006336224,0.0007790722,0.0005545112],"domain_scores_gemma":[0.9977134,0.0005159199,0.0003281307,0.001008795,0.0001669023,0.0002668277],"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":[0.00003799185,0.0006842488,0.00002291454,0.0002414295,0.00004303125,6.347111e-7,0.00008825101,0.004629378,0.9926235,0.0008592118,0.00009371894,0.0006756571],"study_design_scores_gemma":[0.0003192184,0.00000631347,3.182896e-7,0.00006300424,0.00008326263,0.000003074787,0.00002443777,0.1856657,0.7880357,0.02526091,0.0002384507,0.0002996666],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758819,0.00001154717,0.009324132,0.000100176,0.00003370713,0.0000675926,0.0000389567,0.0001611785,0.01438081],"genre_scores_gemma":[0.9977867,0.000004026313,0.0002977424,0.00005219425,0.001437094,0.00003826531,0.00007469362,0.00007304779,0.0002362644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2045878,"threshold_uncertainty_score":0.999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180566671573557,"score_gpt":0.2395671488635586,"score_spread":0.2215104817062029,"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."}}