{"id":"W1501296827","doi":"10.14527/c1s4m7","title":"A primary investigation of professional help-seeking attitudes, self-concealment and gender roles of university students","year":2011,"lang":"en","type":"article","venue":"Pegem Journal of Education and Instruction","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Socioeconomic status; Psychology; Scale (ratio); Perspective (graphical); Social psychology; Descriptive statistics; Test (biology); Gender role; Positive relationship; Demography; Sociology; Population","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":[0.000457676,0.00004174355,0.0001051818,0.0001203234,0.0001730973,0.00001065257,0.0000647432,0.00003394207,0.000007977519],"category_scores_gemma":[0.00002157608,0.00003984456,0.0000236188,0.0000955006,0.00008469285,0.0003439516,0.00003199527,0.00005761654,1.16731e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006927772,"about_ca_system_score_gemma":0.0002763236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002326336,"about_ca_topic_score_gemma":0.0001237146,"domain_scores_codex":[0.9993206,0.0001172645,0.0001970749,0.00006155881,0.0002499632,0.00005359418],"domain_scores_gemma":[0.9992304,0.000009966398,0.0003860197,0.00002965495,0.0002908819,0.0000530736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003407091,0.0001597535,0.9173548,0.00008830885,0.00005783764,1.253049e-7,0.07343059,3.205916e-7,0.0004600216,0.00200589,0.0001840552,0.006224194],"study_design_scores_gemma":[0.0002696871,0.00004730251,0.9010009,0.00005835287,0.00004311663,0.000005869182,0.09693945,0.00000105554,0.0001349437,0.001102649,0.0003622758,0.00003445812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981818,0.0004573909,0.00002942121,0.0002023225,0.0004964321,0.00006979093,7.558702e-7,0.000002716205,0.0005593353],"genre_scores_gemma":[0.9970348,0.001352289,0.001432333,0.00001713242,0.0000723203,2.767973e-7,6.729451e-7,0.000001713253,0.00008847615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02350886,"threshold_uncertainty_score":0.1624814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04348968941875973,"score_gpt":0.3067377583187818,"score_spread":0.2632480689000221,"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."}}