{"id":"W7099224663","doi":"","title":"BOOK REVIEW How New Models Can Rejuvenate Established Insights: Reaction to and Critique of Elke Winter’s Us, Them, and Others","year":2016,"lang":"en","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Argument (complex analysis); Criticism; Ethnic group; Openness to experience; Consistency (knowledge bases); Globe; Surprise","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":[0.005980545,0.0009686679,0.00108398,0.001983333,0.003101387,0.0106001,0.00322489,0.00544006,0.01477832],"category_scores_gemma":[0.0219169,0.0006006294,0.0007571916,0.003366749,0.009799032,0.01335729,0.00298712,0.01173688,0.006301593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01065177,"about_ca_system_score_gemma":0.007480977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01176023,"about_ca_topic_score_gemma":0.01495025,"domain_scores_codex":[0.9951924,0.002061778,0.0001534438,0.0004215828,0.001935922,0.0002349164],"domain_scores_gemma":[0.9821998,0.01338675,0.0006698895,0.0005472664,0.00272282,0.0004734507],"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":[0.00000821019,0.00001192668,0.00003826398,0.0002017953,0.000005293486,0.00005750556,0.001165927,0.0002496534,0.0000231221,0.1636257,0.8216603,0.01295228],"study_design_scores_gemma":[0.000004553145,0.000006871694,0.00006925336,0.0007304867,0.000003879728,0.00008253031,0.0007083331,0.0002011251,0.00002413555,0.04032072,0.9578371,0.00001103672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0009364493,0.213441,0.005068043,0.5762072,0.04557646,0.00004596961,0.0001650024,0.0001991366,0.1583606],"genre_scores_gemma":[0.04430469,0.3197781,0.007606731,0.2211036,0.08500215,0.0003580333,0.000562896,0.001182451,0.3201014],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01477832,"threshold_uncertainty_score":0.07728434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014287314324805,"score_gpt":0.2291647830285282,"score_spread":0.2090219098852802,"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."}}