{"id":"W7103982508","doi":"10.25545/8okjz5/iupgvr","title":"Chapter_03_Data_Description.pdf","year":2025,"lang":"","type":"dataset","venue":"UNB Dataverse","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of New Brunswick","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.002130288,0.003324857,0.002733903,0.004021038,0.001233722,0.001752872,0.01020378,0.002148507,0.2912244],"category_scores_gemma":[0.002177599,0.003977926,0.00084231,0.003693868,0.001523458,0.004027657,0.01049687,0.004024856,0.8334579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001888629,"about_ca_system_score_gemma":0.002235016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002219608,"about_ca_topic_score_gemma":0.001009689,"domain_scores_codex":[0.9848112,0.0009949247,0.003117485,0.005349429,0.002706021,0.003020894],"domain_scores_gemma":[0.976358,0.0003856572,0.001903723,0.01934735,0.000710078,0.00129521],"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":[0.0006225485,0.001475551,0.00001484822,0.001405864,0.001358847,0.00131502,0.00006767682,0.00001064826,0.0001714933,0.0008439555,0.99144,0.001273526],"study_design_scores_gemma":[0.003665261,0.0002879774,0.00002422738,0.002211788,0.003499839,0.0001560516,0.000434404,0.0003494018,0.00006650874,0.00007612907,0.9860419,0.003186528],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000008745228,0.0001708543,0.0002371076,0.00007553191,0.00998368,0.002500565,0.9806115,0.0003589059,0.006053114],"genre_scores_gemma":[0.000009255732,0.003760264,0.0009541236,0.002069961,0.001517814,0.0001716638,0.9662526,0.0002029348,0.02506141],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5422335,"threshold_uncertainty_score":0.9992834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0175348456240363,"score_gpt":0.2606712333537902,"score_spread":0.2431363877297539,"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."}}