{"id":"W26477208","doi":"10.1177/0306312715575054","title":"Rosario Esparza, Sr., and Consuelo Esparza, Plaintiffs v. Pierre Foods, n/k/a Advanced Pierre Foods, Inc., Defendant.","year":2013,"lang":"en","type":"article","venue":"Social Studies of Science","topic":"Legal Systems and Judicial Processes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plaintiff; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001861338,0.0002994257,0.0007165854,0.0001648648,0.006037791,0.0003055577,0.0008258059,0.0001691964,0.0000849691],"category_scores_gemma":[0.002072056,0.0002701859,0.0001014347,0.001409913,0.01346513,0.001363564,0.0005299638,0.0002704963,0.00004272712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002324817,"about_ca_system_score_gemma":0.0007619901,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01378437,"about_ca_topic_score_gemma":0.009650704,"domain_scores_codex":[0.9962728,0.0001494699,0.0005901018,0.0006820416,0.001276964,0.001028602],"domain_scores_gemma":[0.9974911,0.0003347702,0.0004860121,0.0001990566,0.001187655,0.0003013724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001414908,0.0004553729,0.04272521,0.0007087413,0.0004955467,0.00001783651,0.4110382,0.00001572298,0.01080926,0.2615272,0.03830218,0.2337632],"study_design_scores_gemma":[0.002860506,0.0008400109,0.08133306,0.0005993922,0.0001984382,0.000007745775,0.580426,0.00004443399,0.002608089,0.08439282,0.2443936,0.002295894],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9143098,0.02261875,0.00003668081,0.006904331,0.002002052,0.001351457,0.00004158967,0.0001834852,0.05255184],"genre_scores_gemma":[0.995719,0.002242791,0.0003680531,0.0002226936,0.0005165461,0.00007625914,0.000001283689,0.00001801268,0.0008353761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2314673,"threshold_uncertainty_score":0.999975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03606897308022201,"score_gpt":0.3362157129895857,"score_spread":0.3001467399093637,"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."}}