{"id":"W2576665544","doi":"10.5539/ells.v7n1p1","title":"A Community, a Remedy against Social Fragmentation in Roots, the Saga of an American Family","year":2017,"lang":"en","type":"article","venue":"English Language and Literature Studies","topic":"Global Political and Social Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Université Libanaise","keywords":"Sociology; Gender studies; Fragmentation (computing); Meaning (existential); Identity (music); Genealogy; Media studies; History; Aesthetics; Epistemology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006021856,0.00008225833,0.000194592,0.00002498574,0.001658862,0.0001864803,0.0002535594,0.00005466304,7.555559e-7],"category_scores_gemma":[0.001056591,0.00005840237,0.00003848591,0.0001192472,0.001147227,0.0002289269,0.0001118854,0.0002779335,1.7587e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003279353,"about_ca_system_score_gemma":0.00002114703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007270594,"about_ca_topic_score_gemma":0.02805015,"domain_scores_codex":[0.9989322,0.0004844143,0.0001274223,0.00008941416,0.000172917,0.0001935725],"domain_scores_gemma":[0.9994502,0.0001143167,0.0001033519,0.0001528194,0.0001425763,0.00003670095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001120462,0.00004434133,0.002208928,0.00001617429,0.00002653126,0.00001059755,0.9623628,2.550905e-7,0.00003029716,0.0239919,0.0001722511,0.01112474],"study_design_scores_gemma":[0.0001987585,0.00003801017,0.09777843,0.00005186504,0.00001161095,6.649982e-8,0.897911,0.000004021816,0.000003345106,0.002529078,0.001394508,0.00007936975],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775021,0.001466991,4.236068e-7,0.001004576,0.0001539289,0.0001135337,0.00004293529,0.00001847336,0.01969704],"genre_scores_gemma":[0.9985994,0.0003789458,0.0000374565,0.0003570512,0.0004513087,0.000007880798,0.00001425694,0.000004140258,0.000149591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09556951,"threshold_uncertainty_score":0.9996408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02502045613827015,"score_gpt":0.3626974541375348,"score_spread":0.3376769979992646,"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."}}