{"id":"W4415682123","doi":"10.18280/mmep.120929","title":"Bond Additive Molecular Descriptors of Interconnection Networks","year":2025,"lang":"","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Graph theory and applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interconnection; Measure (data warehouse); Feature (linguistics); Pattern recognition (psychology); Molecule","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004060978,0.0003159886,0.0003679046,0.001502329,0.0003617614,0.0008552554,0.0006138661,0.0004426179,0.002748856],"category_scores_gemma":[0.001452047,0.0001397099,0.0003576945,0.001119821,0.000947059,0.001693719,0.0005168893,0.0005649751,0.0003030049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005794648,"about_ca_system_score_gemma":0.0003508125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006624745,"about_ca_topic_score_gemma":0.0006028679,"domain_scores_codex":[0.9998267,0.00004021287,0.00001013097,0.00003185226,0.00007308277,0.00001809294],"domain_scores_gemma":[0.9994504,0.0002592085,0.0001036657,0.00007386962,0.00008330833,0.00002959902],"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":[0.00002938971,0.00002983705,0.0007979547,0.0001035764,0.00001884996,0.00006473692,0.00005920211,0.3674029,0.005782069,0.6032506,0.0005946287,0.02186616],"study_design_scores_gemma":[0.000006863034,0.00005663261,0.0008346869,0.0000139133,0.00001051871,0.00006826248,0.00005523459,0.7332876,0.001482195,0.2598546,0.004308475,0.00002103654],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1495543,0.0008128962,0.830159,0.0003316344,0.00009357059,0.00007942331,0.0004743133,0.0001867638,0.01830809],"genre_scores_gemma":[0.9187297,0.0008650693,0.07531948,0.00009948434,0.00007164331,0.0001429612,0.0004022451,0.00006614824,0.004303293],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002748856,"threshold_uncertainty_score":0.009195805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672977902582439,"score_gpt":0.227374213661938,"score_spread":0.2106444346361136,"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."}}