{"id":"W2778181145","doi":"","title":"Social Computing and Social Media 8th International Conference, SCSM 2016, Held as Part of HCI International 2016, Toronto, ON, Canada, July 17–22, 2016. Proceedings","year":2016,"lang":"en","type":"book","venue":"Springer eBooks","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Social media; Variety (cybernetics); Media studies; Sociology; Political science; Public relations; Field (mathematics); Computer science; World Wide Web; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005008717,0.0005113206,0.0006812818,0.0001928157,0.0002408597,0.0003116861,0.001712344,0.0004163132,0.0001851207],"category_scores_gemma":[0.00002715003,0.0004539041,0.0001688368,0.00002002921,0.0001917214,0.0002993663,0.0009392928,0.0004370077,0.0000184987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001026275,"about_ca_system_score_gemma":0.002206476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0136407,"about_ca_topic_score_gemma":0.02088086,"domain_scores_codex":[0.9967102,0.0000364788,0.0008399491,0.0008246306,0.001122178,0.0004665711],"domain_scores_gemma":[0.9979035,0.0001354402,0.0009173548,0.0002462412,0.0006536474,0.0001438581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001807276,0.00001974688,0.00003048651,0.0000495222,0.00019754,0.00000988121,0.001105087,1.042167e-8,0.00002569465,0.28631,0.662139,0.05009492],"study_design_scores_gemma":[0.0005944757,0.00007904464,0.0001957643,0.000988961,0.00002263236,0.00001974828,0.00007126642,0.00009771888,0.0004077359,0.0138892,0.9829936,0.0006398268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001018094,0.0001030782,0.001744821,0.001271207,0.003616755,0.0003782255,0.0001435829,0.0001776217,0.9924629],"genre_scores_gemma":[0.0730874,0.00008503818,0.001886854,0.0009447238,0.007534498,0.00007941603,0.00006372873,0.0001149311,0.9162034],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3208546,"threshold_uncertainty_score":0.9997913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330084355676544,"score_gpt":0.2597961205801537,"score_spread":0.2364952770233882,"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."}}