{"id":"W3011191765","doi":"10.1145/3380928","title":"Continuous Influence Maximization","year":2020,"lang":"en","type":"article","venue":"ACM Transactions on Knowledge Discovery from Data","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Maximization; Computer science; Benchmark (surveying); Mathematical optimization; Product (mathematics); Function (biology); Mathematics","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":[0.002586059,0.001463045,0.001651378,0.0009892838,0.0006375557,0.001856213,0.001849225,0.001391133,0.005189287],"category_scores_gemma":[0.01171755,0.0006758786,0.001264889,0.001411959,0.001684666,0.002274976,0.001441041,0.001601709,0.001067386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001661474,"about_ca_system_score_gemma":0.001273557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003750336,"about_ca_topic_score_gemma":0.003299517,"domain_scores_codex":[0.9980754,0.000865783,0.00007791579,0.0004836986,0.000347292,0.0001498844],"domain_scores_gemma":[0.9943722,0.004555423,0.0002474408,0.0003298759,0.0003433122,0.0001517984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001100574,0.00007610811,0.001531701,0.0003685885,0.0001283237,0.0001968679,0.0002162615,0.6878033,0.001981445,0.2226782,0.005266139,0.07964313],"study_design_scores_gemma":[0.0000154815,0.00002730936,0.0002193479,0.00001721973,0.00002033425,0.00005392382,0.00001838657,0.9270104,0.0007059812,0.06926904,0.002631487,0.00001116521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007721723,0.0004294049,0.9849676,0.0002918538,0.00003940901,0.00007586874,0.000147845,0.0001653184,0.00616089],"genre_scores_gemma":[0.6202383,0.001579429,0.3647035,0.0003776563,0.0003317239,0.0005556305,0.000688521,0.0002786536,0.01124651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005189287,"threshold_uncertainty_score":0.01735991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04107850160594025,"score_gpt":0.291683042845804,"score_spread":0.2506045412398638,"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."}}