{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01275787,0.0001768351,0.0003512189,0.001300414,0.0006338864,0.0008588906,0.001483827,0.0005113225,0.0001191407],"category_scores_gemma":[0.01117124,0.0001357227,0.00009823048,0.001060665,0.0003033056,0.0001973807,0.003434829,0.001549562,0.0001239381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001168241,"about_ca_system_score_gemma":0.001535906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003055489,"about_ca_topic_score_gemma":0.0001920026,"domain_scores_codex":[0.9950535,0.0008539336,0.0006111751,0.001001435,0.001945354,0.0005346049],"domain_scores_gemma":[0.9897867,0.006351944,0.00015229,0.0009470797,0.002588991,0.0001730031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.006939973,0.0001414385,0.00968038,0.0003186749,0.00009946479,0.00003711793,0.004106934,0.0001680757,0.001727867,0.03319367,0.8646669,0.07891954],"study_design_scores_gemma":[0.0004937693,0.0006244073,0.009232919,0.0002907082,0.00001063924,0.00000509519,0.003383963,0.006135612,0.002957336,0.92375,0.05285662,0.0002589658],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9209152,0.003138064,0.005071782,0.03020395,0.001532369,0.003835403,0.001667281,0.000092079,0.03354384],"genre_scores_gemma":[0.7581424,0.0001945659,0.00115609,0.00009262527,0.0005400503,0.0004777972,0.00003644692,0.00001416902,0.2393459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8905563,"threshold_uncertainty_score":0.9971581,"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."}}