{"id":"W7033769807","doi":"","title":"A research study towards the improvement of human security and peace in cyberspace","year":2023,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Cyberspace; Harm; Vulnerability (computing); Politics; Human security; State (computer science); Economic Justice; Cybercrime; The Internet; Action (physics)","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":[0.01343866,0.000434424,0.000536873,0.003041033,0.01057647,0.01117828,0.001276642,0.002207221,0.005992025],"category_scores_gemma":[0.01232147,0.0003621129,0.0006112212,0.00636187,0.02377334,0.01976203,0.004880607,0.005488861,0.0005203329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008371701,"about_ca_system_score_gemma":0.01250187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003243934,"about_ca_topic_score_gemma":0.00415276,"domain_scores_codex":[0.986381,0.01044021,0.0002911544,0.0009058097,0.001188759,0.000793115],"domain_scores_gemma":[0.9798251,0.01420463,0.001883001,0.0008350713,0.001849995,0.001402241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005714796,0.0007865665,0.009090636,0.001093005,0.00002298533,0.0006070639,0.5504616,0.0002360531,0.00036993,0.3745328,0.004167146,0.05857499],"study_design_scores_gemma":[0.00002026113,0.0002912217,0.008510554,0.001493034,0.00001941823,0.0002668173,0.8737644,0.0003658211,0.0005935055,0.02456854,0.09008849,0.00001796263],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6171839,0.01991956,0.0085571,0.04933773,0.0007596216,0.0007306149,0.00005708393,0.00002487415,0.3034294],"genre_scores_gemma":[0.9738143,0.01222604,0.002925798,0.001826561,0.0001075958,0.0001735811,0.00001613691,0.00001227327,0.008897609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01343866,"threshold_uncertainty_score":0.07107127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02626185024341349,"score_gpt":0.2606936040179212,"score_spread":0.2344317537745077,"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."}}