{"id":"W4392081546","doi":"10.1002/symb.683","title":"The Performance of Expertise","year":2024,"lang":"en","type":"article","venue":"Symbolic Interaction","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Psychology; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0009120961,0.00003494413,0.00004692308,0.00001759972,0.0003704881,0.0000628115,0.00009502476,0.00004069309,0.000272306],"category_scores_gemma":[0.0002696794,0.00002217085,0.00004745712,0.000112192,0.0001503921,0.0004214075,0.00001209343,0.0001456109,0.0001142473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003855808,"about_ca_system_score_gemma":0.00004670921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001964684,"about_ca_topic_score_gemma":0.00002991137,"domain_scores_codex":[0.999342,0.0002768778,0.0001119655,0.00007247809,0.000102974,0.00009372779],"domain_scores_gemma":[0.9990037,0.0008354406,0.00003574638,0.00007045553,0.00003286642,0.00002180546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001640422,0.00002784688,0.0004721988,0.00002270106,0.00004762262,0.000003596662,0.05264388,0.000006085783,0.002151293,0.5910984,0.002825407,0.3505369],"study_design_scores_gemma":[0.00002096144,0.00004623443,0.000307454,0.00003894359,0.000005260507,0.000001832171,0.007046586,0.0004375212,0.0009819721,0.003004914,0.9880658,0.00004256867],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7688977,0.0009389412,0.00002750142,0.002579272,0.001733972,0.00007507902,5.741931e-7,0.00006095575,0.2256861],"genre_scores_gemma":[0.9924515,0.0008688404,0.000004982904,0.00006423819,0.000287141,0.00001016915,6.057189e-7,0.000002617253,0.00630991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9852403,"threshold_uncertainty_score":0.298156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04053372673008447,"score_gpt":0.3753326872803435,"score_spread":0.334798960550259,"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."}}