{"id":"W4400153810","doi":"10.1007/978-3-031-60916-9_2","title":"Background","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in social networks","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001140442,0.0009466513,0.0005683922,0.001572741,0.002078503,0.003624107,0.002091861,0.001417726,0.5601613],"category_scores_gemma":[0.004546485,0.0002531356,0.0005245856,0.001618396,0.0006188547,0.001880384,0.002461359,0.001508721,0.3623264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001587728,"about_ca_system_score_gemma":0.003487192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005137305,"about_ca_topic_score_gemma":0.005594499,"domain_scores_codex":[0.9989924,0.000127838,0.00003988858,0.0002755091,0.0003670749,0.0001973445],"domain_scores_gemma":[0.9984648,0.0002424242,0.00006934319,0.0001876019,0.0005987806,0.0004369494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000226089,0.0001887135,0.0009019979,0.0004921146,0.000009028254,0.0002198067,0.0003933852,0.0001763705,0.0006068345,0.07619583,0.7183186,0.2022712],"study_design_scores_gemma":[0.000009045673,0.00002381173,0.0002534087,0.0001269951,0.000003610116,0.0000933929,0.00009166744,0.00003271647,0.0001247158,0.006046686,0.9931893,0.000004792388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002541014,0.003983337,0.008408791,0.006209861,0.00365114,0.0005402848,0.01614385,0.001199536,0.9573222],"genre_scores_gemma":[0.01438168,0.005132712,0.007311824,0.00554172,0.001418345,0.0007986535,0.01750253,0.0007342937,0.9471783],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4398387,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749259293605683,"score_gpt":0.2776290844046581,"score_spread":0.2601364914686013,"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."}}