{"id":"W3159059608","doi":"10.1145/3449100","title":"An Image of Society","year":2021,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Workforce; Representation (politics); Field (mathematics); Narrative; Product (mathematics); Audit; People of color; Content (measure theory); Psychology; Race (biology); Sociology; Gender studies; Political science; Mathematics; Management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008642165,0.0004068272,0.0001811752,0.001350359,0.002916126,0.00797969,0.0004514494,0.0008566444,0.02433755],"category_scores_gemma":[0.002439958,0.0001080545,0.0002278742,0.001262402,0.007127422,0.005465702,0.003805136,0.001263402,0.003585089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001435646,"about_ca_system_score_gemma":0.001370062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002723868,"about_ca_topic_score_gemma":0.003007478,"domain_scores_codex":[0.9989439,0.0005306461,0.000030672,0.0001414598,0.0002685833,0.00008476138],"domain_scores_gemma":[0.9987936,0.0002502597,0.0001323429,0.0003304152,0.0002344048,0.0002588228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004550521,0.00006167345,0.005688648,0.0001506962,0.00002864181,0.0003013706,0.1010495,0.0003976121,0.00202953,0.7423074,0.05831661,0.08962288],"study_design_scores_gemma":[0.000006456794,0.00006134198,0.003260832,0.0001539037,0.00001312829,0.0003848482,0.03558601,0.0004048288,0.0003559706,0.0757056,0.884046,0.00002105182],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06042703,0.001364438,0.009684672,0.01400364,0.000573818,0.00004665417,0.0002798975,0.0002598818,0.91336],"genre_scores_gemma":[0.8879787,0.001723048,0.004803286,0.002493978,0.0003059672,0.00006356187,0.0002542638,0.0002115973,0.1021657],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02433755,"threshold_uncertainty_score":0.08141726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03989034647469759,"score_gpt":0.3396560730475095,"score_spread":0.2997657265728119,"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."}}