{"id":"W3201798521","doi":"10.1103/physreve.105.l062602","title":"Influence on crystal nucleation of an order-disorder transition among the subcritical clusters","year":2022,"lang":"en","type":"article","venue":"Physical review. E","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Australian Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Nucleation; Order (exchange); Transition (genetics); Materials science; Chemical physics; Crystal (programming language); Condensed matter physics; Chemistry; Business; Physics; Computer science; Thermodynamics","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":[],"category_scores_codex":[0.0002119404,0.00008143517,0.0001401984,0.00002450317,0.0002370401,0.00001802002,0.0001706599,0.000008958969,0.001233366],"category_scores_gemma":[0.00009921935,0.00006037025,0.00006945816,0.000365191,0.0001268037,0.0003324379,0.00001001842,0.0001912068,0.00009733274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008458546,"about_ca_system_score_gemma":0.00001894836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003487826,"about_ca_topic_score_gemma":0.0001656455,"domain_scores_codex":[0.9988198,0.0002939652,0.000206865,0.0001661718,0.0003762383,0.0001369119],"domain_scores_gemma":[0.9993731,0.0002413203,0.00006847508,0.0001950524,0.00006048803,0.00006152427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003451578,0.001149173,0.02001849,0.0003549833,0.00005491738,0.000009924096,0.004401772,0.8876317,0.007353075,0.003184292,0.001468733,0.07402775],"study_design_scores_gemma":[0.0006452355,0.00190964,0.5040151,0.0002884685,0.0001730685,0.00002113768,0.002304225,0.4685981,0.001311004,0.004148076,0.01610783,0.0004780419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966192,0.0001385982,0.00005672478,0.002198272,0.00005161001,0.0002723256,0.00005786785,0.00002519292,0.0005802357],"genre_scores_gemma":[0.9983859,0.00006039734,0.00003861152,0.00140605,0.00002745761,0.000008925745,0.00005965657,0.000004162438,0.000008835493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4839967,"threshold_uncertainty_score":0.9996796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074989959498256,"score_gpt":0.2784412211367872,"score_spread":0.2676913215418046,"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."}}