{"id":"W2131284184","doi":"10.1177/095001702762217461","title":"Unemployed Professionals, Stigma Management and Derivative Stigmata","year":2002,"lang":"en","type":"article","venue":"Work Employment and Society","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Stigmata; Stigma (botany); Psychology; Medicine; Psychiatry; Geography","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0003936724,0.0003121134,0.0003694439,0.00004248749,0.002375359,0.00002323944,0.0001317211,0.000240887,0.0006297969],"category_scores_gemma":[0.00001939847,0.0002481779,0.0000941645,0.0002836262,0.0002200111,0.000141856,0.0005814373,0.0005641171,0.00007686151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008058223,"about_ca_system_score_gemma":0.00001137245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000033515,"about_ca_topic_score_gemma":0.00001281152,"domain_scores_codex":[0.9978754,0.0001988311,0.0004499481,0.0004902599,0.0003456066,0.0006399732],"domain_scores_gemma":[0.9990321,0.0002951444,0.0001573322,0.0002595323,0.00007320031,0.0001826967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002540466,0.0001490892,0.4340237,0.0002551747,0.0003592155,0.000005158738,0.02819076,4.065225e-7,0.000007546201,0.006952047,0.5245451,0.005486458],"study_design_scores_gemma":[0.002973121,0.0001230963,0.7295774,0.0009567902,0.0001735387,8.861737e-7,0.0234882,0.0000704249,0.000008406058,0.00225659,0.2397019,0.0006696542],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.949582,0.006960839,0.0002152841,0.0208178,0.0006935748,0.002295768,0.00002883735,0.0004081214,0.01899782],"genre_scores_gemma":[0.8717566,0.007059883,0.002300625,0.006771928,0.0003883754,0.0007129755,0.00003928126,0.00007732366,0.110893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2955537,"threshold_uncertainty_score":0.999997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05715904529672303,"score_gpt":0.3526281953916054,"score_spread":0.2954691500948824,"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."}}