{"id":"W4313300808","doi":"10.2139/ssrn.4314707","title":"Nucleation Curves of Ice in Dilute Salt Solutions","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Nucleation; Salt (chemistry); Ice nucleus; Thermodynamics; Materials science; Chemistry; Mineralogy; Physics; Physical chemistry","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":[0.0003101208,0.0004145247,0.000464729,0.0009193575,0.0005541418,0.0006604714,0.0006524725,0.0004522824,0.005390148],"category_scores_gemma":[0.001236673,0.000181964,0.0004223669,0.0005548651,0.0005345033,0.0005385577,0.0003951434,0.0009713877,0.0005774947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001079574,"about_ca_system_score_gemma":0.000547828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009391565,"about_ca_topic_score_gemma":0.004221349,"domain_scores_codex":[0.9997134,0.00001878249,0.00001191535,0.00006121893,0.000118596,0.00007611301],"domain_scores_gemma":[0.9991859,0.0004189181,0.00007695893,0.00003340769,0.0002087084,0.00007622746],"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":[0.00142462,0.0001726793,0.005768843,0.000476306,0.0001046783,0.0005805719,0.001633743,0.02788769,0.9316068,0.01065402,0.003130841,0.01655913],"study_design_scores_gemma":[0.00003965124,0.0004375609,0.01251909,0.00007897016,0.00002824274,0.0001788684,0.0004952458,0.05898279,0.9202713,0.001886412,0.005025042,0.00005699709],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669069,0.001547929,0.003840218,0.0002546209,0.0000885858,0.000056369,0.001668908,0.0002057055,0.02543067],"genre_scores_gemma":[0.9908671,0.0009589731,0.001265146,0.00004904324,0.00002191188,0.00004747802,0.001745119,0.0001141515,0.004930932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009391565,"threshold_uncertainty_score":0.01867384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276882132821906,"score_gpt":0.2241985151523764,"score_spread":0.2114296938241574,"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."}}