{"id":"W7139408614","doi":"","title":"Informal","year":2002,"lang":"","type":"other","venue":"Knowledge@UChicago (University of Chicago)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Division (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.001301702,0.003045671,0.004596877,0.004811597,0.001454787,0.0001482401,0.006508799,0.004575473,0.3123811],"category_scores_gemma":[0.0003651799,0.004165317,0.002897477,0.004549591,0.004514876,0.001384136,0.003314467,0.004525598,0.2746911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007835279,"about_ca_system_score_gemma":0.001519023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005297986,"about_ca_topic_score_gemma":0.005122341,"domain_scores_codex":[0.9888398,0.001177224,0.00168905,0.003015421,0.002190167,0.003088349],"domain_scores_gemma":[0.9875652,0.0005774396,0.003856214,0.004550728,0.001416575,0.00203381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001892813,0.006113054,0.000530984,0.003388852,0.004147369,0.0004061471,0.03419326,0.0001212475,0.0006179626,0.007962544,0.8679993,0.07262652],"study_design_scores_gemma":[0.007957712,0.0007928901,0.002895571,0.002495703,0.00237508,0.0001011114,0.003525482,0.005324376,0.0001408223,0.0001948661,0.9703989,0.003797475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006074067,0.006737276,0.00062984,0.0004382717,0.002102975,0.002205502,0.001996369,0.0009781024,0.9788376],"genre_scores_gemma":[0.09305086,0.003622177,0.00337598,0.00004971046,0.001250062,0.000002214174,0.0004017644,0.001947104,0.8963001],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1023997,"threshold_uncertainty_score":0.9998452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01554727328629142,"score_gpt":0.2094657360954011,"score_spread":0.1939184628091096,"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."}}