{"id":"W7109045234","doi":"10.5281/zenodo.17824226","title":"An Open-Source Computational Toolkit for Spatiotemporal Modeling of Depleted Pulsed Gaussian Wave Second Harmonic Generation","year":2025,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Nonlinear system; Formalism (music); Gaussian; Second-harmonic generation; Gaussian beam; Harmonic; Nonlinear optics; Energy (signal processing); High harmonic generation; Laser","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":[0.0009334338,0.001162769,0.0009572971,0.0005324769,0.0007606749,0.001175414,0.003545818,0.001581598,0.02535441],"category_scores_gemma":[0.0026903,0.0005672849,0.001213106,0.0006633439,0.0006056703,0.001043002,0.001880273,0.001640148,0.004615069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006480193,"about_ca_system_score_gemma":0.003011225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008477625,"about_ca_topic_score_gemma":0.01378076,"domain_scores_codex":[0.9997223,0.00006203214,0.00002014415,0.00003433701,0.0001047304,0.00005644144],"domain_scores_gemma":[0.9992592,0.0003915467,0.00004083957,0.0000677068,0.000153967,0.00008662549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005378637,0.0005431001,0.004153306,0.001813059,0.0003451142,0.001016329,0.0006469447,0.676524,0.01113491,0.1149746,0.1113311,0.07697962],"study_design_scores_gemma":[0.0002392273,0.00003580123,0.0004026866,0.00008005336,0.00002742131,0.0000674369,0.00006422207,0.9215072,0.002612411,0.01213458,0.06278889,0.00004000209],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.05367192,0.0009149235,0.8000448,0.001038574,0.0005322795,0.0009615567,0.02440584,0.04304576,0.07538433],"genre_scores_gemma":[0.1746357,0.001067486,0.752002,0.0005727468,0.0001049306,0.004333986,0.02899781,0.01419113,0.0240942],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.02535441,"threshold_uncertainty_score":0.08481896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09682077915230518,"score_gpt":0.3399127009587385,"score_spread":0.2430919218064334,"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."}}