{"id":"W4416537949","doi":"10.1177/13684302251385462","title":"Friendship networks predict girls’ STEM fit and interest through subjective belonging","year":2025,"lang":"en","type":"article","venue":"Group Processes & Intergroup Relations","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia; University of Waterloo; York University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Friendship; Feeling; Context (archaeology); Inclusion (mineral); Social environment; Social relation; Social cognition","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003275551,0.0001719513,0.0001872059,0.000156819,0.001194141,0.0002279104,0.0002910079,0.0001742294,0.0001362848],"category_scores_gemma":[0.0002533222,0.0001824805,0.00006165577,0.0009008208,0.0003049174,0.0009322372,0.000244405,0.0002914596,0.00001922553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002089756,"about_ca_system_score_gemma":0.0001688339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000595026,"about_ca_topic_score_gemma":0.009157442,"domain_scores_codex":[0.998722,0.00007404424,0.0002593738,0.0003876731,0.0002081508,0.0003487443],"domain_scores_gemma":[0.9990082,0.0004088481,0.0001044781,0.0001404691,0.0002474517,0.00009051419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006620507,0.00008455759,0.4579194,0.00009195158,0.0001757432,0.000008393401,0.03152959,0.00006223861,0.000003859058,0.5027235,0.002426146,0.004908492],"study_design_scores_gemma":[0.003041794,0.0003051279,0.5549014,0.00254771,0.0006923651,0.00001365364,0.1310283,0.00165895,0.0001162361,0.09220968,0.2114964,0.001988413],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5612584,0.00310048,0.1007688,0.003195252,0.001590354,0.0008178247,0.00002844925,0.0006075123,0.3286329],"genre_scores_gemma":[0.9958423,0.0002882971,0.0003781411,0.0001873243,0.0001086569,0.00003454817,0.00002197667,0.00001027892,0.003128482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4345838,"threshold_uncertainty_score":0.9184486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03255671416145511,"score_gpt":0.2824074610931114,"score_spread":0.2498507469316563,"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."}}