{"id":"W4252060743","doi":"10.26434/chemrxiv.14317649","title":"Optical Spectroscopy of Crystal Nucleation One Nucleus at a Time","year":2021,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Crystallization and Solubility Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Université de Genève; Compute Canada","keywords":"Nucleation; Crystallization; Nucleus; Raman spectroscopy; Spectroscopy; Crystal (programming language); Chemical physics; Chemistry; Crystallography; Materials science; Physics; Computer science; Optics; Thermodynamics; Biology; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001935641,0.0002466351,0.0001565344,0.0003764568,0.000308088,0.0002259202,0.0003588825,0.0003234716,0.002123972],"category_scores_gemma":[0.0003486716,0.0001555006,0.0001516981,0.000355481,0.0004713295,0.0003820076,0.0003133137,0.0006173819,0.0003044762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003395582,"about_ca_system_score_gemma":0.0001853125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008334931,"about_ca_topic_score_gemma":0.0007720356,"domain_scores_codex":[0.9998289,0.0000214168,0.000003380377,0.00005283772,0.00007104671,0.00002237691],"domain_scores_gemma":[0.9998019,0.00008438113,0.0000345971,0.00001985992,0.00004468065,0.00001455563],"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":[0.00007905391,0.00003750889,0.0008386367,0.00007370223,0.000007322172,0.00008241185,0.0001525998,0.001363962,0.9884992,0.002544408,0.0004096664,0.005911577],"study_design_scores_gemma":[0.00001366206,0.0001644196,0.005907174,0.00001133724,0.000008545963,0.0002073114,0.0001401875,0.05340957,0.9360472,0.001049704,0.00301826,0.00002257367],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9330531,0.0007527478,0.05226857,0.0002823399,0.0000847612,0.00003909006,0.0004758481,0.0003299777,0.01271365],"genre_scores_gemma":[0.9734758,0.0004335626,0.02217852,0.00007469692,0.00002829735,0.00003759194,0.0002455434,0.00005700962,0.003469049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002123972,"threshold_uncertainty_score":0.00710541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02412627785025725,"score_gpt":0.2630699226397726,"score_spread":0.2389436447895153,"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."}}