{"id":"W4385762025","doi":"10.2139/ssrn.4536980","title":"Towards a General Theory of Peer Effects","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"School Choice and Performance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Computer science; Psychology","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":[0.006222985,0.0006684666,0.001356019,0.001787482,0.001249536,0.004810086,0.002882816,0.002990651,0.01479292],"category_scores_gemma":[0.01671674,0.0005124579,0.000916581,0.001544031,0.006695594,0.008156588,0.001886753,0.003717881,0.00187183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001476822,"about_ca_system_score_gemma":0.001850293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00292609,"about_ca_topic_score_gemma":0.002674232,"domain_scores_codex":[0.9967468,0.001768696,0.00009787167,0.0004652872,0.0007024884,0.0002188711],"domain_scores_gemma":[0.9871154,0.009533149,0.0004936856,0.0009222356,0.001529229,0.0004063151],"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":[0.000002395827,0.00001672641,0.000527554,0.00002947614,0.000009847277,0.00001669385,0.0002332836,0.001485565,0.00005038122,0.9929858,0.0008985236,0.003743859],"study_design_scores_gemma":[0.000006198745,0.000007003664,0.0005254421,0.00001593796,0.000005626335,0.00002210284,0.0001032214,0.004377843,0.00002953871,0.9919545,0.002947351,0.000005206383],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02865937,0.00220515,0.7838693,0.02987291,0.0004733118,0.0001197947,0.0002791025,0.0002213482,0.1542998],"genre_scores_gemma":[0.8544424,0.003567434,0.1122581,0.004064851,0.001860218,0.0004282569,0.0001707095,0.0001440562,0.02306404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01479292,"threshold_uncertainty_score":0.04948723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144892959763844,"score_gpt":0.3100672721153778,"score_spread":0.2955779761389934,"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."}}