{"id":"W4409576461","doi":"10.61091/jcmcc127a-132","title":"Analysis of Social Network Structure and Communication Efficacy Based on Algorithmic Optimization in Marxist Mass Communication Strategy","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Marxist philosophy; Computer science; Sociology; Data science; Distributed computing; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002532902,0.0004971258,0.0006963083,0.001468342,0.0006628193,0.00143541,0.0008057173,0.00084829,0.001648945],"category_scores_gemma":[0.01163382,0.0002819104,0.0005898381,0.0007798568,0.001688197,0.002722658,0.0009624844,0.0006840113,0.00009463527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002304784,"about_ca_system_score_gemma":0.001101005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001913346,"about_ca_topic_score_gemma":0.001156684,"domain_scores_codex":[0.9987776,0.0006858326,0.00003527678,0.0001518304,0.0002125144,0.0001370015],"domain_scores_gemma":[0.9918208,0.00648341,0.0008873651,0.0002558758,0.0003614843,0.000191133],"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":[0.00007766343,0.00008528251,0.004066797,0.0001311959,0.00008447362,0.0001213801,0.0003887666,0.6251,0.001015374,0.349077,0.0009568333,0.01889537],"study_design_scores_gemma":[0.00001168954,0.00004412888,0.001174368,0.00001207561,0.00001996698,0.00002416042,0.00008735751,0.9335255,0.0001820217,0.06454007,0.0003679096,0.00001071529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4966155,0.0007157126,0.4778919,0.001823713,0.00003913574,0.0002253006,0.0001135276,0.0001036592,0.02247146],"genre_scores_gemma":[0.9816835,0.0002287895,0.01604762,0.00004452129,0.00002469014,0.0001159385,0.00003950888,0.00001276698,0.001802648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002532902,"threshold_uncertainty_score":0.01672238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0090168499429818,"score_gpt":0.2652894935564728,"score_spread":0.256272643613491,"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."}}