{"id":"W2072346311","doi":"10.3390/soc1010001","title":"Societies: An Open Access Journal of Social Sciences and Humanities","year":2011,"lang":"en","type":"article","venue":"Societies","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Thriving; Multidisciplinary approach; Humanity; Variety (cybernetics); Digital humanities; Discipline; Value (mathematics); Sociology; Political science; Engineering ethics; Social science; Humanities; Library science; Engineering; Computer science; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.005342356,0.0001058869,0.0002484451,0.00003748467,0.002888746,0.001049324,0.001668994,0.0001485122,0.001391656],"category_scores_gemma":[0.0003694888,0.00008707045,0.00009144538,0.0001899404,0.00435013,0.005306507,0.0004357307,0.0002588965,0.000003476218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003231332,"about_ca_system_score_gemma":0.0003856829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003124195,"about_ca_topic_score_gemma":0.00005391422,"domain_scores_codex":[0.9979615,0.001005853,0.000264964,0.0001646174,0.0003452754,0.0002577509],"domain_scores_gemma":[0.9988354,0.0004559552,0.0003665572,0.00006751497,0.0002096969,0.00006488668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006889652,0.00009109767,0.002956027,0.0000138954,0.00004906267,0.000003269693,0.4075225,1.05396e-7,0.00002710558,0.5662491,0.02155016,0.001468749],"study_design_scores_gemma":[0.0001952768,0.0003443547,0.003472142,0.00001075277,0.00002491066,0.000002162148,0.4144421,5.37687e-7,0.00004581038,0.4777971,0.1035102,0.0001547154],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.450343,0.00104704,0.00003096001,0.002363464,0.0003976308,0.0001808006,0.000006357659,0.00003885099,0.5455919],"genre_scores_gemma":[0.9909361,0.0007141324,0.0005637011,0.001800793,0.0004583324,0.000006090164,6.921437e-7,0.000007151437,0.005513026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.540593,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5930759970720648,"score_gpt":0.5038264541346739,"score_spread":0.08924954293739096,"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."}}