{"id":"W1984105958","doi":"10.1007/s12108-006-1024-6","title":"Unveiling the cloak of competence: Cultivating authenticity in graduate sociology","year":2006,"lang":"en","type":"article","venue":"The American Sociologist","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Cloak; Sociology; Competence (human resources); Pedagogy; Epistemology; Social science; Aesthetics; Psychology; Art; Philosophy; Social psychology","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"],"consensus_categories":[],"category_scores_codex":[0.006482874,0.0001362818,0.0003796918,0.00002370074,0.001050091,0.00002146708,0.0007207866,0.00008991831,0.00007895231],"category_scores_gemma":[0.002087064,0.00007539261,0.0001539059,0.0003817075,0.01679149,0.00009646948,0.0001115992,0.000667059,0.00002353531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008021469,"about_ca_system_score_gemma":0.0001268489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02199391,"about_ca_topic_score_gemma":0.0004453004,"domain_scores_codex":[0.9935417,0.00516395,0.0004208897,0.0002313172,0.0002176994,0.000424492],"domain_scores_gemma":[0.9907408,0.008182326,0.000706013,0.0002583642,0.00008247636,0.00003002432],"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":[0.000186527,0.000181218,0.1517324,0.00000824929,0.00005969718,0.00001161852,0.0847785,0.0002520174,0.001699768,0.7547913,0.001343509,0.004955256],"study_design_scores_gemma":[0.000329252,0.0001961997,0.3189468,0.00001938396,0.00003513206,0.00000215124,0.2748839,0.0001145356,0.0001108969,0.3919434,0.01310283,0.0003154438],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569716,0.0003292536,0.0001619212,0.01394319,0.0001184689,0.0002499726,0.000007447497,0.00005892556,0.02815915],"genre_scores_gemma":[0.9979275,0.0001371455,0.0001544858,0.00108417,0.0002566317,0.00002228284,0.000005084422,0.000006470645,0.0004061863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3628478,"threshold_uncertainty_score":0.9858842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081838767656762,"score_gpt":0.3897736469787297,"score_spread":0.2815897702130534,"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."}}