{"id":"W4400153797","doi":"10.1007/978-3-031-60916-9_7","title":"The Role of Directed Edges","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in social networks","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","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":[0.00213551,0.0009540229,0.0007490016,0.001776402,0.001758476,0.004713881,0.00222366,0.002134364,0.01588575],"category_scores_gemma":[0.01840542,0.0007184473,0.0007588168,0.001948584,0.003367763,0.01212121,0.002365761,0.003248319,0.002181783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092796,"about_ca_system_score_gemma":0.0007403521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009870948,"about_ca_topic_score_gemma":0.00124054,"domain_scores_codex":[0.9983103,0.0008384763,0.00005361516,0.000397012,0.0002543708,0.0001461908],"domain_scores_gemma":[0.9837844,0.01250492,0.0006278521,0.001332839,0.0008763492,0.0008734955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002260123,0.00001083614,0.0001649885,0.00007584769,0.000008894703,0.0000395006,0.0001351031,0.001785072,0.0002588894,0.981796,0.003500661,0.01220169],"study_design_scores_gemma":[0.000007925167,0.000007787246,0.00008896288,0.00005155237,0.00002086829,0.00007409339,0.00007966583,0.006956226,0.0002739348,0.9766498,0.01578118,0.000007989229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.06391655,0.01561958,0.5174598,0.01455814,0.002244391,0.0001715772,0.001183088,0.0004079513,0.3844389],"genre_scores_gemma":[0.7597563,0.01385585,0.1080244,0.002095911,0.001985901,0.0002980116,0.0008456746,0.0005214858,0.1126165],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01588575,"threshold_uncertainty_score":0.05314308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230813580744014,"score_gpt":0.2636502139003343,"score_spread":0.2513420780928942,"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."}}