{"id":"W4210337910","doi":"10.3389/fpsyg.2021.796073","title":"How Parents’ Stereotypical Beliefs Relate to Students’ Motivation and Career Aspirations in Mathematics and Language Arts","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"The arts; Psychology; Valuation (finance); Developmental psychology; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.0004346021,0.0001389068,0.0002268418,0.0004427294,0.000103888,0.00003711727,0.0002056499,0.0001000201,0.00009909787],"category_scores_gemma":[0.00006223725,0.0001545267,0.00001804214,0.0003649245,0.00007140908,0.0000788346,0.0001072531,0.0003092309,0.000004423131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006691346,"about_ca_system_score_gemma":0.00001162762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005499234,"about_ca_topic_score_gemma":0.0001763516,"domain_scores_codex":[0.9986217,0.0001999739,0.0002935948,0.0004404367,0.0001654713,0.000278796],"domain_scores_gemma":[0.9994265,0.00005742012,0.00008932278,0.0003303555,0.00001877041,0.00007762167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000508906,0.0005795975,0.9418681,0.00001146765,0.00003443349,0.00001581255,0.03887683,0.000003447145,0.00004067968,0.001355337,0.01107944,0.006083925],"study_design_scores_gemma":[0.00149415,0.0002218819,0.9533141,0.00001331663,0.00001311748,0.00001369561,0.03606738,0.00001175945,0.000002146979,0.003867285,0.00481678,0.0001643659],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874282,0.0007931874,0.004315697,0.003247326,0.002567708,0.0005153031,0.00002203433,0.00002250287,0.001088054],"genre_scores_gemma":[0.9922428,0.00003585116,0.004290926,0.001522725,0.00008445183,0.0003935511,0.00005804635,0.0000262614,0.001345443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01144598,"threshold_uncertainty_score":0.6301415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04783072062388287,"score_gpt":0.3486473605553226,"score_spread":0.3008166399314397,"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."}}