{"id":"W4236697958","doi":"10.1007/978-1-4939-7131-2_101209","title":"Social Tagging","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Focus Groups and Qualitative Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001638064,0.0001492161,0.0002369684,0.00006566291,0.0007295049,0.00006241442,0.0001971886,0.0003189468,0.03014857],"category_scores_gemma":[0.00009316974,0.0001356311,0.0001603039,0.00002410467,0.0008439377,0.0000613604,0.00004806256,0.0001883706,0.001241565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009449868,"about_ca_system_score_gemma":0.0001221333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003153468,"about_ca_topic_score_gemma":0.0007657983,"domain_scores_codex":[0.9988173,0.0001522109,0.0001738984,0.0002324843,0.0003843827,0.0002397315],"domain_scores_gemma":[0.9993823,0.0001973852,0.0001190163,0.00009063555,0.0001374652,0.00007319321],"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":[0.000001798722,0.00000175254,4.199673e-7,0.000003822072,0.00001663959,0.000001364808,0.01590349,1.616104e-9,0.000001105803,0.8788262,0.0909128,0.01433062],"study_design_scores_gemma":[0.00002909161,0.00001276266,0.000001424368,0.00001058177,0.00001025143,5.420447e-8,0.0009652982,2.647308e-7,0.000001962944,0.3060351,0.6927928,0.000140434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000462111,0.00008987643,0.001316878,0.002192319,0.0003838404,0.0001127735,0.000006081411,0.0001110594,0.9957826],"genre_scores_gemma":[0.0001604238,0.00003622157,0.005229911,0.0005977757,0.003170749,0.000002419126,0.000004134454,0.00002762782,0.9907708],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.60188,"threshold_uncertainty_score":0.9995361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1936705408234296,"score_gpt":0.467725852024396,"score_spread":0.2740553112009664,"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."}}