{"id":"W4387576976","doi":"10.1093/sf/soad129","title":"Pathways of Peer Influence on Major Choice","year":2023,"lang":"en","type":"article","venue":"Social Forces","topic":"School Choice and Performance","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Peer effects; Causal inference; Psychology; Peer influence; Causality (physics); Persistence (discontinuity); Psychological intervention; Selection (genetic algorithm); Affect (linguistics); Inference; Natural experiment; Social psychology; Order (exchange); Peer group; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0005872071,0.00007226683,0.0001207248,0.0000730005,0.0006900431,0.00003887042,0.0002751742,0.000104814,0.0001612846],"category_scores_gemma":[0.0005226512,0.00006889828,0.00007539402,0.0006684086,0.0002095351,0.0002522552,0.00003037001,0.0001168537,0.0004416432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003209725,"about_ca_system_score_gemma":0.0001122781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002303785,"about_ca_topic_score_gemma":0.002198654,"domain_scores_codex":[0.9987345,0.00005847346,0.0001416214,0.0001330707,0.0006394715,0.0002929151],"domain_scores_gemma":[0.9994248,0.0001972111,0.00008092476,0.00008458542,0.000156318,0.00005611856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000114665,0.000115398,0.3171593,0.0001631746,0.00009950645,0.00001056434,0.2495855,0.0002011634,0.004398882,0.2552128,0.1441044,0.02883456],"study_design_scores_gemma":[0.0004618633,0.0001166094,0.5078203,0.00005358938,0.00002094511,9.159817e-8,0.01580914,0.00002148785,0.001907633,0.01145257,0.4620143,0.0003214115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9312744,0.00001880561,5.441275e-7,0.002391255,0.0002814354,0.00008957113,0.00001781551,0.000125726,0.06580044],"genre_scores_gemma":[0.9912636,0.00004931733,0.000008437481,0.0002920622,0.001034104,0.00001398369,0.000006448548,0.000007920779,0.007324177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3179099,"threshold_uncertainty_score":0.5676576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04756237521980487,"score_gpt":0.3508277014046046,"score_spread":0.3032653261847997,"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."}}