{"id":"W4256571784","doi":"10.26434/chemrxiv.14317649.v1","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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Université de Genève; Compute Canada","keywords":"Nucleation; Crystallization; Nucleus; Raman spectroscopy; Crystal (programming language); Spectroscopy; Chemical physics; Materials science; Crystallography; Chemistry; Physics; Computer science; Optics; Thermodynamics; 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":[0.0002141351,0.0002597978,0.0001651522,0.0003911539,0.0002996569,0.0002182643,0.0003303886,0.0003270367,0.001511295],"category_scores_gemma":[0.000379076,0.0001403037,0.0001553213,0.0003347244,0.0005347553,0.0003694057,0.0003188429,0.0005611674,0.000222995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003138767,"about_ca_system_score_gemma":0.0001988182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007075453,"about_ca_topic_score_gemma":0.000764323,"domain_scores_codex":[0.9998139,0.00002636006,0.000003890799,0.000050704,0.00008254172,0.00002253548],"domain_scores_gemma":[0.9997678,0.0001058621,0.00004162106,0.00002177632,0.0000471655,0.00001569396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00006551627,0.00002816423,0.0009908425,0.00007592726,0.000006838486,0.00008604334,0.0001462326,0.001191958,0.989675,0.00224353,0.0002471445,0.005242802],"study_design_scores_gemma":[0.00001127658,0.000152372,0.00559911,0.00001098273,0.000008156817,0.0002177722,0.0001389057,0.04106098,0.9491851,0.001116363,0.002479535,0.00001938857],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9246892,0.0009084879,0.06284778,0.0002607403,0.00007335346,0.00004371672,0.0004190116,0.000284166,0.01047353],"genre_scores_gemma":[0.9696665,0.0005427723,0.0267261,0.00007160796,0.00002958373,0.00004533488,0.0001958292,0.00004880403,0.002673604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001511295,"threshold_uncertainty_score":0.005055845,"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."}}