{"id":"W2311545508","doi":"10.14288/1.0102882","title":"The kaon factory","year":2016,"lang":"en","type":"article","venue":"Open Collections","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Factory (object-oriented programming); Computer science; Programming language","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001681059,0.00007399333,0.00006331188,0.00003529265,0.003250082,0.002968154,0.0006134718,0.00002870346,0.0027533],"category_scores_gemma":[0.0001563101,0.00003657783,0.0000291389,0.0007162244,0.00007228851,0.001264868,0.000358934,0.00004492489,0.0006931867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002493405,"about_ca_system_score_gemma":0.00003068469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004388908,"about_ca_topic_score_gemma":0.003996711,"domain_scores_codex":[0.9994572,0.000005210012,0.0001152236,0.0001549176,0.0001022746,0.0001651503],"domain_scores_gemma":[0.9994465,0.00008961717,0.00006407163,0.0002750816,0.000118632,0.000006064286],"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":[0.00001544693,0.0000225361,0.0002802598,0.000002699731,0.000009465474,5.449511e-7,0.000001920861,6.860184e-7,0.0001234833,0.006086155,0.9699972,0.02345959],"study_design_scores_gemma":[0.0001136807,0.000002501205,0.0008897755,0.00001742944,0.000009154212,0.000001325898,0.00003959749,0.00003642396,0.0001248197,0.007143456,0.991538,0.00008381275],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005013219,0.0000374812,0.003960153,0.004733631,0.001329374,0.0003337882,0.00001113197,0.00007748003,0.9890156],"genre_scores_gemma":[0.1855103,0.00007964699,0.00004793933,0.0008538709,0.0009231682,0.0001276458,0.000006087139,0.0000193342,0.812432],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.185009,"threshold_uncertainty_score":0.9981583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07897105121184532,"score_gpt":0.293230026234071,"score_spread":0.2142589750222256,"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."}}