{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00285147,0.00108703,0.001376401,0.002566624,0.001415302,0.005374108,0.001251249,0.001520779,0.06493837],"category_scores_gemma":[0.003483788,0.0005914462,0.000609938,0.003389202,0.001236082,0.004914384,0.003298894,0.002774482,0.03898577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001944245,"about_ca_system_score_gemma":0.003858993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009157141,"about_ca_topic_score_gemma":0.02687751,"domain_scores_codex":[0.9988945,0.0002017222,0.00005035543,0.0001362882,0.0006115761,0.0001055715],"domain_scores_gemma":[0.9971379,0.0007437838,0.00007035378,0.0003324588,0.0009929155,0.0007225845],"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":[0.00005977891,0.0000551263,0.0004150164,0.0005042889,0.00002280545,0.00007055416,0.0003771531,0.0001831361,0.001579201,0.006517997,0.7546164,0.2355985],"study_design_scores_gemma":[0.00000876376,0.00004257327,0.001628314,0.0005048041,0.00001808124,0.0002148947,0.0003127358,0.0008966514,0.0007417617,0.004587842,0.9910212,0.00002242196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01516418,0.335245,0.09320015,0.04628609,0.0685167,0.0007716712,0.006903202,0.00864373,0.4252693],"genre_scores_gemma":[0.02413585,0.1232411,0.02699757,0.002727882,0.008766921,0.0003374167,0.007566899,0.001649132,0.8045771],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9908429,"threshold_uncertainty_score":0.2172405,"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."}}