{"id":"W4253956063","doi":"10.1007/978-1-4614-6170-8_110045","title":"Network Dynamics","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009298218,0.0002238306,0.0002811498,0.00001971468,0.0001026055,0.00004925094,0.0001755277,0.0001433677,0.003646782],"category_scores_gemma":[6.151482e-7,0.0002192512,0.0001709194,0.00001124843,0.00005504267,0.00001805205,0.00007583402,0.0002681417,0.0005764348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003209988,"about_ca_system_score_gemma":0.00004127757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004808386,"about_ca_topic_score_gemma":0.00001464465,"domain_scores_codex":[0.9992358,0.000006661252,0.0002121968,0.0002242451,0.0001190769,0.0002020374],"domain_scores_gemma":[0.9994208,0.00004383554,0.0001391172,0.0002664449,0.00005737431,0.00007240974],"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":[6.949568e-7,0.000001930633,0.0002417,0.000003083324,0.00003791894,2.284155e-7,0.000004100087,0.00009550267,1.905674e-8,0.9756478,0.00975025,0.01421678],"study_design_scores_gemma":[0.0000489353,0.000009405993,0.00001513465,0.0000306226,0.00001553593,7.305776e-8,0.000002516922,0.003297938,3.131185e-8,0.6106776,0.3856659,0.0002363546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003747076,0.00001271757,0.04595922,0.0001330118,0.0004612319,0.00009448382,0.00005726989,0.00003738993,0.9532409],"genre_scores_gemma":[0.01266063,0.000006202867,0.0003838392,0.000286323,0.00192667,0.000003976252,0.0002872802,0.00004981212,0.9843953],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3759156,"threshold_uncertainty_score":0.997264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009038067752443191,"score_gpt":0.2254217525101078,"score_spread":0.2163836847576646,"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."}}