{"id":"W4318461638","doi":"10.54097/ehss.v6i.4424","title":"Analysis of Influential Factors for High School Students’ Career Choice: Evidence from Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Education Humanities and Social Sciences","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affect (linguistics); Personality; Psychology; Social psychology; Big Five personality traits; Quartile; Service (business); Marketing; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008017122,0.00005186356,0.0001829993,0.0002038592,0.002431375,0.0001665111,0.0004281586,0.00001870219,0.0007759191],"category_scores_gemma":[0.0002576967,0.00004916224,0.0000856679,0.0004270321,0.0002653999,0.0003846193,0.00007819878,0.00007048312,3.831093e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003972139,"about_ca_system_score_gemma":0.003750692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7790195,"about_ca_topic_score_gemma":0.6934542,"domain_scores_codex":[0.9983639,0.0001071031,0.0002359819,0.00009277009,0.001077473,0.0001227516],"domain_scores_gemma":[0.9987752,0.0003860661,0.0003935248,0.00002664571,0.0003759013,0.00004261266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009839293,0.00003238698,0.9263543,0.000003236665,0.0001464495,1.332208e-7,0.06673419,0.00001861449,0.000007665024,0.00114154,0.00523364,0.000317944],"study_design_scores_gemma":[0.00007197624,0.00003469318,0.7036897,0.000004791124,0.0002179821,2.875718e-8,0.2861665,5.857989e-7,0.000006674026,0.0002631539,0.009489273,0.00005458231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973943,0.0002670139,0.000003710966,0.000691814,0.001273233,0.00007719679,0.00005223416,0.000001906547,0.0002386164],"genre_scores_gemma":[0.9989418,0.00003345119,0.0000335713,0.0002398178,0.0002969982,0.000002988535,0.0000066302,0.000001275711,0.0004434687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2226646,"threshold_uncertainty_score":0.9988673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.10541325241197,"score_gpt":0.3504085774022977,"score_spread":0.2449953249903277,"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."}}