{"id":"W4234882959","doi":"10.1007/978-1-4614-6170-8_100612","title":"Familiar Groups in Crowd","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Social Media and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":[0.0006489417,0.00059146,0.0003385893,0.0009983145,0.006665643,0.006619622,0.0009842362,0.002064326,0.05589217],"category_scores_gemma":[0.001731081,0.000231716,0.0002648035,0.001154054,0.006483909,0.008705342,0.004415728,0.002294875,0.009684754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002178332,"about_ca_system_score_gemma":0.0009861093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003566438,"about_ca_topic_score_gemma":0.007451126,"domain_scores_codex":[0.9993176,0.0002680524,0.00001374101,0.0001457661,0.0001492718,0.0001056223],"domain_scores_gemma":[0.9996408,0.0001182261,0.00002559388,0.00006952576,0.00005336809,0.00009235294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00000377207,0.000005780292,0.00005205569,0.00001285529,9.804288e-7,0.00002560794,0.001959767,0.00008164656,0.00002814502,0.9649887,0.0225154,0.01032535],"study_design_scores_gemma":[0.000003815756,0.000006346402,0.0001297574,0.00007520474,0.000002108377,0.00006160117,0.00368864,0.0004253901,0.00008471825,0.4182353,0.5772806,0.000006388167],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003803279,0.0009779948,0.007860837,0.002685313,0.0004385965,0.00002877344,0.00003883479,0.00006707517,0.9840991],"genre_scores_gemma":[0.1880566,0.001183073,0.004881754,0.001235817,0.0006231515,0.0001235977,0.0001072053,0.000164558,0.8036243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05589217,"threshold_uncertainty_score":0.1869779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03245333618152325,"score_gpt":0.2986339256032837,"score_spread":0.2661805894217604,"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."}}