{"id":"W4322101974","doi":"10.1016/j.ijhydene.2023.01.155","title":"Application of advanced correlative approaches to modeling hydrogen solubility in hydrocarbon fuels","year":2023,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Heat transfer and supercritical fluids","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Hydrocarbon; Solubility; Coal; Oil shale; Petroleum; Diesel fuel; Chemistry; Fossil fuel; Petrochemical; Hydrogen; Shale oil; Environmental science; Organic chemistry; Waste management","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":[],"consensus_categories":[],"category_scores_codex":[0.0003116706,0.0001298254,0.000265358,0.0003990296,0.00001260775,0.000009175744,0.000340627,0.00007712873,0.000008373147],"category_scores_gemma":[0.000052675,0.0001298876,0.0001293153,0.0003474384,0.00002286191,0.0002003884,0.00003336583,0.0001524456,0.000008008334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001416403,"about_ca_system_score_gemma":0.00003360214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007612663,"about_ca_topic_score_gemma":0.00004811307,"domain_scores_codex":[0.9985287,0.00003771868,0.0006626127,0.0001389181,0.0004343997,0.0001976111],"domain_scores_gemma":[0.9995503,0.00008821738,0.000009222486,0.0001148108,0.0001187748,0.0001186424],"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":[0.00005260713,0.0000493098,0.0005917189,0.00001143373,0.00009825512,0.00002053936,0.0004752894,0.8825694,0.1047828,0.004266787,0.000005726305,0.007076063],"study_design_scores_gemma":[0.0004191325,0.00005226872,0.0001706218,0.00005558754,0.00001151992,0.00002117154,0.0001231388,0.8346975,0.1561626,0.00803915,0.0001230123,0.0001243097],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8499646,0.0001939108,0.1484783,0.0001889869,0.0001896743,0.00005852955,0.00001219641,0.00003838763,0.0008753691],"genre_scores_gemma":[0.9993826,0.00009584651,0.0003214882,0.00003735116,0.0001014703,0.00001750336,0.00001450111,0.00002458194,0.000004665313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.149418,"threshold_uncertainty_score":0.5296661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03581295509984726,"score_gpt":0.2506096365682667,"score_spread":0.2147966814684194,"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."}}