{"id":"W4391923219","doi":"10.2139/ssrn.4731907","title":"Statistical Thermodynamics to Assess Probability of Water Channel Formation in Membrane","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Nanopore and Nanochannel Transport Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Thermodynamics; Statistical physics; Membrane; Chemistry; Mathematics; Physics; Biochemistry","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":[0.001870599,0.0003292142,0.0005554656,0.001547649,0.0005869665,0.0008839993,0.0009841298,0.0006852239,0.002178781],"category_scores_gemma":[0.006939138,0.0003619889,0.0005538526,0.0008096637,0.00108951,0.001649991,0.000958153,0.001065009,0.0002955573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097896,"about_ca_system_score_gemma":0.0007982171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001761554,"about_ca_topic_score_gemma":0.001167498,"domain_scores_codex":[0.9994631,0.0001492669,0.00002582065,0.00009866815,0.0001885754,0.00007451813],"domain_scores_gemma":[0.9955887,0.003237174,0.0003087322,0.000332557,0.0003352837,0.0001975844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003661372,0.0004054505,0.01422803,0.0003150391,0.000184735,0.0002903782,0.0002719793,0.4974808,0.1527697,0.3111353,0.001220461,0.02133207],"study_design_scores_gemma":[0.000004389904,0.00005425647,0.002859923,0.000003876879,0.000009334901,0.00005317525,0.00002115079,0.9564211,0.02242948,0.01789732,0.0002181425,0.00002784182],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6935169,0.0005769518,0.2981746,0.0003432326,0.00008956134,0.0001144133,0.0004001107,0.0004048437,0.006379411],"genre_scores_gemma":[0.9929577,0.0001432874,0.005269064,0.00004634499,0.00002942509,0.00005826662,0.0001273782,0.00006143661,0.001307007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002178781,"threshold_uncertainty_score":0.009892821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01667450000379733,"score_gpt":0.2409573040816903,"score_spread":0.224282804077893,"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."}}