{"id":"W4404912034","doi":"10.1007/s10801-024-01377-0","title":"On matrix product factorization of graphs","year":2024,"lang":"en","type":"article","venue":"Journal of Algebraic Combinatorics","topic":"Graph theory and applications","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; University of Lethbridge","funders":"","keywords":"Mathematics; Combinatorics; Factorization; Product (mathematics); Matrix (chemical analysis); Algorithm","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":[0.001537057,0.001610889,0.001461109,0.002041406,0.001609512,0.002698938,0.001273831,0.001224933,0.01204231],"category_scores_gemma":[0.005068922,0.0007592215,0.00135905,0.002411755,0.003390417,0.006959975,0.002117738,0.002874403,0.002063055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118479,"about_ca_system_score_gemma":0.0005971563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002748465,"about_ca_topic_score_gemma":0.002655223,"domain_scores_codex":[0.999014,0.0003497538,0.00003491711,0.0002361512,0.0002022506,0.0001629402],"domain_scores_gemma":[0.996651,0.001801218,0.0003041,0.0003588872,0.0005528425,0.0003319851],"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":[0.00005429781,0.00003947884,0.0001869888,0.00007227149,0.00001136383,0.000087136,0.0004098499,0.002842611,0.0007223955,0.9817898,0.00458882,0.00919493],"study_design_scores_gemma":[0.000005707692,0.00001447912,0.00007179031,0.00001530893,0.000004692298,0.00005635267,0.0000544577,0.006397109,0.0001370633,0.9907886,0.002445689,0.00000867745],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2089981,0.004672145,0.6373016,0.004540325,0.001346085,0.000141737,0.0008051863,0.0006480569,0.1415467],"genre_scores_gemma":[0.8288772,0.003879922,0.1040455,0.001251722,0.001801303,0.0001376053,0.001336913,0.0005053526,0.05816456],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01204231,"threshold_uncertainty_score":0.04028553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02236570972651505,"score_gpt":0.3228266449933744,"score_spread":0.3004609352668594,"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."}}