{"id":"W4396598386","doi":"10.1007/978-3-031-51434-0","title":"Electron Localization-Delocalization Matrices","year":2024,"lang":"en","type":"book","venue":"Lecture notes in chemistry","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada; Mount Saint Vincent University","keywords":"Electron delocalization; Delocalized electron; Physics; Materials science; 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":[0.0002439628,0.0005757075,0.0003331384,0.0006281601,0.000371583,0.0008612137,0.0006379508,0.0002984025,0.01527474],"category_scores_gemma":[0.0003608194,0.0002099139,0.0002097979,0.0005883651,0.0005283426,0.001215056,0.0005689114,0.0008451657,0.003598154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003598294,"about_ca_system_score_gemma":0.000217124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002731034,"about_ca_topic_score_gemma":0.0004268885,"domain_scores_codex":[0.9998995,0.00001718966,0.000003787111,0.0000212952,0.00004864994,0.000009532889],"domain_scores_gemma":[0.9998883,0.00003603131,0.000009437693,0.0000216648,0.00003411512,0.00001052115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000217563,0.00001225841,0.00002045569,0.00006276297,0.000002963527,0.00004354788,0.00005229869,0.001145343,0.008724135,0.9503645,0.007522229,0.03202775],"study_design_scores_gemma":[0.00001103557,0.00002741944,0.0001981683,0.00003553602,0.000006156336,0.0003714471,0.00007191013,0.01692968,0.01600551,0.8568239,0.109501,0.0000181434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03189102,0.009435036,0.540287,0.001592222,0.00126404,0.0001352606,0.001050396,0.001077809,0.4132671],"genre_scores_gemma":[0.3516087,0.009079096,0.2457431,0.0005307578,0.000576075,0.0002383874,0.001378648,0.00083792,0.3900072],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01527474,"threshold_uncertainty_score":0.05109906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005630315345990556,"score_gpt":0.2610907627385912,"score_spread":0.2554604473926007,"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."}}