{"id":"W6928398293","doi":"10.3886/icpsr39114.v1","title":"Inventory of Research Data Services at United States and Canadian Universities, 2023","year":2025,"lang":"en","type":"dataset","venue":"ICPSR Data Holdings","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Sample (material); Data collection; Research data; Big data","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004888497,0.001403752,0.0009453231,0.02880969,0.00402554,0.005613389,0.002971564,0.0006852438,0.01422678],"category_scores_gemma":[0.0242179,0.0008920179,0.0009005307,0.08266803,0.0006680243,0.00237888,0.003141089,0.001539139,0.008209523],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0558388,"about_ca_system_score_gemma":0.1081099,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9852057,"about_ca_topic_score_gemma":0.985786,"domain_scores_codex":[0.9919092,0.0003709347,0.0009174888,0.0007916727,0.004380442,0.001630239],"domain_scores_gemma":[0.965182,0.001877699,0.002815368,0.001346361,0.02556621,0.003212274],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001571389,0.00003677874,0.04190642,0.001017581,0.0001129301,0.00007424998,0.0008482178,0.0007179181,0.0001943513,0.005710256,0.9250463,0.02417792],"study_design_scores_gemma":[0.00003499912,0.00001328127,0.1445533,0.0004820678,0.00005681369,0.00006271764,0.00195678,0.000678948,0.0004747471,0.0006338491,0.8509702,0.00008232717],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001837092,0.0002199972,0.00009706127,0.0001779478,0.000009737729,0.00005767546,0.9934512,0.0001053345,0.004043828],"genre_scores_gemma":[0.008792931,0.0005979518,0.001237026,0.0001257379,0.000007867645,0.0002109073,0.9857578,0.0000576356,0.003212008],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9951115,"threshold_uncertainty_score":0.4051408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1172332602793721,"score_gpt":0.3709032416708404,"score_spread":0.2536699813914683,"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."}}