{"id":"W4380080441","doi":"10.32920/23458238","title":"The Iterated Local Directed Transitivity Model","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Transitive relation; Iterated function; Directed graph; Combinatorics; Transitive reduction; Mathematics; Undirected graph; Eigenvalues and eigenvectors; Graph; Adjacency matrix; Discrete mathematics; Strongly connected component; Line graph; Voltage graph","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":[0.0007780174,0.0003833382,0.0005832454,0.001022849,0.0005744923,0.001578986,0.001449821,0.0009161945,0.00565054],"category_scores_gemma":[0.003282286,0.000295154,0.000788577,0.0007834201,0.00171495,0.002968322,0.001033225,0.001261323,0.0006923467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001691693,"about_ca_system_score_gemma":0.0006584081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003526083,"about_ca_topic_score_gemma":0.002603512,"domain_scores_codex":[0.9993896,0.0001780921,0.00002662037,0.0001877766,0.0001244395,0.00009339956],"domain_scores_gemma":[0.9983969,0.0007514562,0.0002697088,0.0002592263,0.0001726517,0.0001499978],"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":[0.00002635026,0.0000311087,0.0007508827,0.00005109892,0.0000263146,0.0002426066,0.0002780062,0.06844955,0.001271869,0.9216114,0.001525693,0.005735248],"study_design_scores_gemma":[0.00001902157,0.00002849592,0.0003440954,0.00001464562,0.00001918389,0.0001766554,0.00007252972,0.428356,0.0004746662,0.5651521,0.00532395,0.00001854479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1439756,0.0005136678,0.8102252,0.001356438,0.00008687076,0.0001492798,0.001044802,0.0005144667,0.0421337],"genre_scores_gemma":[0.943961,0.0004506799,0.03798575,0.0001970921,0.00007779471,0.0002187924,0.0004084535,0.0000858259,0.01661467],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00565054,"threshold_uncertainty_score":0.01890296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003012043939063,"score_gpt":0.2865987302365409,"score_spread":0.2565686097971503,"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."}}