{"id":"W4414225190","doi":"10.31234/osf.io/9gj5m_v1","title":"What's special about peer cultures? The opportunity for disagreement","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Peer review; Peer group; Action (physics); Peer effects; Perception","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01834204,0.0003851573,0.0008306662,0.001829685,0.009645342,0.01806964,0.001599631,0.005298257,0.006091234],"category_scores_gemma":[0.06683567,0.0004154858,0.0007360216,0.001547615,0.03137764,0.02296046,0.008601073,0.007371496,0.0008990334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003465905,"about_ca_system_score_gemma":0.002606918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00290486,"about_ca_topic_score_gemma":0.002486118,"domain_scores_codex":[0.969696,0.0214363,0.0008348788,0.001996253,0.004111981,0.001924663],"domain_scores_gemma":[0.9621367,0.02276413,0.003886116,0.004059883,0.003339545,0.003813634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009728011,0.00007242521,0.01470099,0.0005101359,0.0001537482,0.00202774,0.3142884,0.000357793,0.0009212682,0.5634794,0.02270793,0.08068296],"study_design_scores_gemma":[0.00003195301,0.00006060557,0.008347902,0.0006836752,0.00008772972,0.00145592,0.2271351,0.0004661035,0.0008073948,0.5789106,0.1818834,0.0001295974],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1687405,0.01849896,0.02747822,0.4466405,0.005964723,0.0001138836,0.0001582401,0.0001754602,0.3322297],"genre_scores_gemma":[0.9834365,0.003555572,0.001565472,0.006472667,0.001095754,0.0000450195,0.0000221103,0.00008597667,0.00372088],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01834204,"threshold_uncertainty_score":0.0970031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09073834107982942,"score_gpt":0.4339201906442883,"score_spread":0.3431818495644589,"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."}}