{"id":"W4248395557","doi":"10.1007/978-1-4939-7131-2_100342","title":"Ethical Aspects of Online Social Network Analysis and Mining Research","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Spam and Phishing Detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Social network analysis; Data science; Sociology; Psychology; Engineering ethics; Computer science; World Wide Web; Social media; Engineering","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.04542427,0.0005727952,0.0007558301,0.003159572,0.003438017,0.01078505,0.00155822,0.004986813,0.006197365],"category_scores_gemma":[0.1001981,0.0005395185,0.0003940935,0.003073273,0.01735997,0.01340918,0.003492167,0.00890225,0.002249427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002871201,"about_ca_system_score_gemma":0.004571238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001219383,"about_ca_topic_score_gemma":0.001974057,"domain_scores_codex":[0.9623973,0.02352451,0.00106374,0.001558319,0.01062648,0.0008296575],"domain_scores_gemma":[0.7986861,0.1725792,0.002960458,0.01235806,0.0112761,0.002139906],"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":[0.000008137259,0.00002487298,0.0003272369,0.00008746951,0.000008461257,0.00003458373,0.001542503,0.0001863342,0.00008053213,0.9357952,0.02903651,0.03286814],"study_design_scores_gemma":[0.000003256294,0.000006944647,0.0002595934,0.0002906598,0.000004802702,0.00009400415,0.0005582438,0.0009336178,0.0002062202,0.8743304,0.1233024,0.000009891669],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009753722,0.04430948,0.2133367,0.3212038,0.008420612,0.0001919655,0.000479038,0.0003102741,0.4019944],"genre_scores_gemma":[0.4178022,0.04377703,0.1655843,0.07113552,0.02729382,0.001414879,0.0006669513,0.001482813,0.2708425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9950132,"threshold_uncertainty_score":0.2402294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08874053701330019,"score_gpt":0.355273401901915,"score_spread":0.2665328648886148,"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."}}