{"id":"W6944553670","doi":"10.17616/r31njns5","title":"Concordia University of Edmonton Dataverse","year":2025,"lang":"en","type":"other","venue":"Registry of Research Repositories","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Research data; Information system; Work (physics)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009803377,0.0002737054,0.0007666604,0.0007809744,0.0001420165,0.00003455141,0.001497061,0.0005777192,0.0009789747],"category_scores_gemma":[0.001085338,0.0003117551,0.0001923366,0.001041151,0.003063541,0.00009605673,0.0007774939,0.0007423704,0.00022868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002891363,"about_ca_system_score_gemma":0.002158565,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05965054,"about_ca_topic_score_gemma":0.002861652,"domain_scores_codex":[0.9963183,0.0005618134,0.0003168736,0.0006251356,0.001689026,0.0004888402],"domain_scores_gemma":[0.9953515,0.0003936946,0.0006539235,0.002409728,0.001025585,0.000165564],"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":[0.0003349971,0.0001011227,0.002798179,0.001897639,0.0004085319,0.0002682262,0.0001126512,7.110054e-7,0.00395726,0.003521506,0.986407,0.0001921571],"study_design_scores_gemma":[0.0004416589,0.0001077961,0.000495409,0.001767922,0.0000797016,0.000007471791,0.00149451,0.000003007175,0.00559598,0.00006758971,0.989738,0.0002009481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003414277,0.001238224,0.00003713645,0.00005220619,0.0005522986,0.0005020526,0.00224399,0.0001882244,0.9948444],"genre_scores_gemma":[0.007677121,0.000575267,0.0006776595,4.860075e-7,0.0003837734,0.000001456838,0.0002044333,0.0002545008,0.9902253],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05678888,"threshold_uncertainty_score":0.9999343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03617442563725486,"score_gpt":0.3460229896643613,"score_spread":0.3098485640271065,"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."}}