{"id":"W7106795175","doi":"10.48448/wpm6-r875","title":"Parallel Communities Across the Surface Web and the Dark Web","year":2025,"lang":"","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Key (lock); Sense of community; Deep Web; Online community; Social network analysis; Web application; Web page; Network analysis","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":[0.001744349,0.0003644896,0.0003673167,0.004578602,0.00185752,0.002356382,0.0006395351,0.0007044009,0.002936993],"category_scores_gemma":[0.01457177,0.0003260206,0.0004427541,0.004544655,0.001190736,0.004454356,0.003794239,0.0009580772,0.001421655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005920773,"about_ca_system_score_gemma":0.0007317129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009038203,"about_ca_topic_score_gemma":0.02176501,"domain_scores_codex":[0.997834,0.0007197046,0.0001173987,0.0005721769,0.0005747569,0.0001819008],"domain_scores_gemma":[0.9884428,0.003600033,0.002798442,0.002778939,0.001480996,0.0008986171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001058917,0.0005030392,0.6297659,0.001296361,0.0003483972,0.0009012229,0.01525453,0.003251975,0.009679298,0.03230451,0.08854078,0.2170951],"study_design_scores_gemma":[0.00008419212,0.0001948057,0.6998396,0.0003907559,0.000126329,0.001393915,0.01531652,0.02052648,0.005132259,0.04940492,0.2074688,0.0001214331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.887713,0.001771289,0.03038295,0.002085177,0.0002024339,0.000350011,0.05050931,0.001040465,0.02594545],"genre_scores_gemma":[0.911761,0.0005118057,0.02870702,0.0004021777,0.0001485009,0.0004201959,0.05167525,0.0002373747,0.006136651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009038203,"threshold_uncertainty_score":0.01797122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04341604747293189,"score_gpt":0.3334055096904819,"score_spread":0.28998946221755,"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."}}