{"id":"W4280638167","doi":"10.18357/kula.151","title":"Work It","year":2022,"lang":"en","type":"article","venue":"KULA knowledge creation dissemination and preservation studies","topic":"Corporate Social Responsibility Reporting","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Alberta","funders":"","keywords":"Compensation (psychology); Scope (computer science); Position (finance); Publishing; Work (physics); Inclusion (mineral); Sustainability; Public relations; Political science; Accounting; Business; Sociology; Psychology; Finance; Social science; Computer science; Law; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001204128,0.0001306169,0.0001787473,0.0002546467,0.001047447,0.0001759433,0.000102336,0.0000287754,0.0003774732],"category_scores_gemma":[0.0025671,0.0001378728,0.00004748691,0.001152002,0.00006910551,0.000769067,0.0004261736,0.0001096316,0.00003412845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001021402,"about_ca_system_score_gemma":0.00002570885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002060126,"about_ca_topic_score_gemma":0.00006193123,"domain_scores_codex":[0.9988264,0.00005449216,0.0003915845,0.0002814663,0.0003041073,0.0001419662],"domain_scores_gemma":[0.9984232,0.0003534017,0.0003791507,0.0001525164,0.0006808358,0.00001085982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003283175,0.0004343891,0.5336356,0.0005389414,0.0001994696,0.000006198246,0.03429729,0.0002189256,0.001480035,0.09021374,0.1797611,0.158886],"study_design_scores_gemma":[0.0003322699,0.00001085211,0.1686795,0.00005549268,0.00007038037,0.000001376648,0.0155879,0.002446554,0.00006825857,0.01029983,0.8021581,0.0002894907],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8512604,0.001747291,0.0002095596,0.006485265,0.0004902572,0.0005204072,0.000002687832,0.0002225314,0.1390616],"genre_scores_gemma":[0.9385543,0.00003763811,0.00005172661,0.0003501535,0.0003042147,0.0002299958,0.0001025529,0.00001600043,0.06035336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.622397,"threshold_uncertainty_score":0.8056223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07639842562121205,"score_gpt":0.3600342419468024,"score_spread":0.2836358163255904,"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."}}