{"id":"W4407307214","doi":"10.32388/ivodmr.2","title":"Risks for Academic Research and Possible Responses","year":2025,"lang":"en","type":"preprint","venue":"Qeios","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; UK Research and Innovation","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.170243,0.001439129,0.0008577482,0.003541728,0.01187452,0.01781593,0.003258092,0.008054147,0.007223799],"category_scores_gemma":[0.464511,0.0009551444,0.001128539,0.002550421,0.01328568,0.009690394,0.01587371,0.01062212,0.001988297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007094916,"about_ca_system_score_gemma":0.008156831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000818871,"about_ca_topic_score_gemma":0.0007120859,"domain_scores_codex":[0.5304587,0.3994977,0.01304932,0.007723598,0.03848751,0.01078316],"domain_scores_gemma":[0.5402284,0.3282814,0.05431577,0.02255284,0.03506864,0.01955286],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006006315,0.0003765753,0.04283542,0.001648637,0.0001818528,0.002687527,0.6302978,0.001235718,0.002740161,0.1591931,0.03324245,0.1249601],"study_design_scores_gemma":[0.0001067155,0.000386719,0.01242115,0.002593679,0.00007879462,0.002040496,0.6147802,0.00247093,0.002306453,0.167064,0.1954527,0.0002980617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3942989,0.009031018,0.06852425,0.3992376,0.0038608,0.001916642,0.0004412841,0.0006341424,0.1220554],"genre_scores_gemma":[0.9584131,0.00241522,0.01529251,0.01362033,0.001150106,0.001934479,0.0001185387,0.0001481904,0.006907601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.829757,"threshold_uncertainty_score":0.9003415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6948185108373182,"score_gpt":0.6620642065405308,"score_spread":0.03275430429678738,"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."}}