{"id":"W7140007476","doi":"","title":"Keychange - Pledge Report 2023-2024","year":2025,"lang":"en","type":"report","venue":"EUR Research Repository (Erasmus University Rotterdam)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Creative Europe; European Commission","keywords":"Pledge; Staffing; Work (physics); General partnership; Music industry; Representation (politics)","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.01095302,0.001741426,0.002256251,0.00795577,0.003603698,0.0009246412,0.004730368,0.00220541,0.002029475],"category_scores_gemma":[0.002527429,0.002085424,0.001500116,0.005802718,0.001685732,0.0009671921,0.005585133,0.008982683,0.009955352],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01514904,"about_ca_system_score_gemma":0.01854839,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01762518,"about_ca_topic_score_gemma":0.0009994212,"domain_scores_codex":[0.97448,0.00466802,0.001795478,0.004605835,0.01089489,0.003555765],"domain_scores_gemma":[0.9810728,0.001246503,0.001374657,0.006097014,0.008667514,0.001541476],"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":[0.0007275369,0.0005284543,0.003157828,0.001301414,0.001213753,0.1247005,0.000331158,0.00001295678,0.002986118,0.0001058592,0.8643677,0.0005667326],"study_design_scores_gemma":[0.001973371,0.0003189874,0.002910909,0.001982756,0.0003706382,0.004399663,0.000627694,0.00006897484,0.0009602204,0.00004809145,0.9846658,0.001672859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0099218,0.00231497,0.00004418184,0.0006361534,0.01061522,0.003752712,0.00125658,0.001146769,0.9703116],"genre_scores_gemma":[0.01649625,0.00150651,0.0001775025,0.00004658176,0.004346687,0.00006197333,0.001581754,0.0004882372,0.9752945],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1203008,"threshold_uncertainty_score":0.9995332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1165141942792459,"score_gpt":0.3718414826616555,"score_spread":0.2553272883824096,"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."}}