{"id":"W4400153793","doi":"10.1007/978-3-031-60916-9_10","title":"Conclusion","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":"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00226041,0.0005904096,0.0003602452,0.001179537,0.001931702,0.005149552,0.001532239,0.001803239,0.3329367],"category_scores_gemma":[0.009914957,0.0001654758,0.0006783372,0.0008575983,0.001059527,0.002861414,0.002213233,0.001977778,0.1130664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002770914,"about_ca_system_score_gemma":0.003318601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006383679,"about_ca_topic_score_gemma":0.006724311,"domain_scores_codex":[0.9979462,0.0003205143,0.00005757344,0.0004702848,0.0008837708,0.0003216341],"domain_scores_gemma":[0.9962722,0.0006722864,0.000138596,0.0004716504,0.001861667,0.0005836174],"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":[0.0002305573,0.00008271284,0.002666231,0.0004702718,0.00003818008,0.0002728282,0.0009057717,0.0003070096,0.0009050543,0.1588099,0.647127,0.1881845],"study_design_scores_gemma":[0.00001842551,0.00001726179,0.001452272,0.0002536681,0.00001749634,0.000134519,0.001022178,0.00009749251,0.0006159883,0.02480378,0.9715588,0.000008068469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003849889,0.001944524,0.006366799,0.03458667,0.007051014,0.0001172745,0.002259483,0.0006029189,0.9432214],"genre_scores_gemma":[0.08026541,0.002881294,0.006202839,0.03523875,0.002521973,0.0002080178,0.00432356,0.0008635005,0.8674948],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6670633,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01070657448857438,"score_gpt":0.2669699584512172,"score_spread":0.2562633839626429,"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."}}