{"id":"W203696748","doi":"10.1007/978-1-4614-7303-9_15","title":"HIA and Emerging Technologies","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Emerging technologies; Social media; Data science; Information and Communications Technology; Visualization; Computer science; Data collection; Knowledge management; World Wide Web; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001376874,0.0002112419,0.000217455,0.0002516507,0.0001307888,0.0001529972,0.001403161,0.0002235386,0.0000306145],"category_scores_gemma":[0.00002542257,0.0001885828,0.00003252329,0.00002495625,0.0001506089,0.00009942843,0.002011685,0.0003255754,0.000125956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002373933,"about_ca_system_score_gemma":0.00003238535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005982528,"about_ca_topic_score_gemma":0.000006734693,"domain_scores_codex":[0.999278,0.000007936652,0.0001650929,0.0002252865,0.0001590369,0.0001646207],"domain_scores_gemma":[0.9987479,0.0001143209,0.00008315225,0.0009805585,0.00005728404,0.00001681266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.169361e-7,3.954953e-7,0.000002621307,0.00001773279,0.00001038577,0.000002654519,0.0001229092,1.986258e-7,9.722785e-7,0.9217784,0.004006657,0.07405691],"study_design_scores_gemma":[0.00003533523,0.00001942986,0.000007040011,0.0001247518,0.000003355004,0.00002315678,0.00002594481,0.0005022646,0.00008004714,0.3282007,0.6706897,0.0002882967],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000468136,0.0006949294,0.1627965,0.002470973,0.000282008,0.00006407844,4.088046e-7,0.001471166,0.8322153],"genre_scores_gemma":[0.00263695,0.0006626925,0.1081928,0.0003707673,0.00003580049,0.000005335387,0.000002025123,0.00002760864,0.888066],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6666831,"threshold_uncertainty_score":0.7690183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02091215876402618,"score_gpt":0.221140688893213,"score_spread":0.2002285301291868,"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."}}