{"id":"W2060815237","doi":"10.1353/ces.2011.0007","title":"How New Models Open Opportunities to Re-Understanding and Expanding Established Insights: Reaction and Critique of Elke Winter’s Us, Them, and Others","year":2011,"lang":"en","type":"article","venue":"Canadian ethnic studies","topic":"Weber, Simmel, Sociological Theory","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic geography; Sociology; Environmental ethics; Geography; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.000777387,0.0001435932,0.0003285642,0.0001362963,0.000404432,0.00007751425,0.0001876598,0.0001313205,0.00002276145],"category_scores_gemma":[0.000881931,0.0001270716,0.0000225849,0.0001207441,0.001030932,0.0007369358,0.0001458248,0.0001292735,3.140694e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003880375,"about_ca_system_score_gemma":0.0002467686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1253029,"about_ca_topic_score_gemma":0.4567206,"domain_scores_codex":[0.9988838,0.0002388503,0.0001594319,0.0002817486,0.0001119977,0.0003241268],"domain_scores_gemma":[0.9987457,0.0005013355,0.00008109104,0.0001219629,0.00007609941,0.0004737469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005673917,0.000009287802,0.001501917,0.00004850908,0.0001949287,0.00002106429,0.6421046,4.724132e-7,0.0001214277,0.3404172,0.00530199,0.01022188],"study_design_scores_gemma":[0.0002253588,0.0000741514,0.004556896,0.0001543094,0.00003019982,0.000001447317,0.7604059,0.000001993155,0.00004071823,0.2326652,0.001651601,0.0001922329],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7811972,0.03283925,0.0005335679,0.01720751,0.0004840246,0.001362041,0.00003455365,0.0001044266,0.1662374],"genre_scores_gemma":[0.9808768,0.01602902,0.0002654011,0.001260667,0.0000564535,0.00001904428,6.183341e-7,0.00001642434,0.001475544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3314176,"threshold_uncertainty_score":0.8805217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6731093033744104,"score_gpt":0.4247678762137489,"score_spread":0.2483414271606615,"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."}}