{"id":"W1971896000","doi":"10.5539/ass.v8n10p35","title":"The Association between Job Positions, Work Experience and Career Satisfaction: The Case of Malaysian’s Academic Staff","year":2012,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Job satisfaction; Career development; Scope (computer science); Human capital; Association (psychology); Work (physics); Applied psychology; Social psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00331119,0.00007324106,0.00009522778,0.00002956242,0.00484649,0.0001482554,0.0003291831,0.0001082651,0.00005057377],"category_scores_gemma":[0.0005961072,0.00005108921,0.00004001072,0.00112192,0.002020543,0.0006063858,0.00006408995,0.0002327414,0.00001226268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004548215,"about_ca_system_score_gemma":0.0002664204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002354249,"about_ca_topic_score_gemma":0.0006597011,"domain_scores_codex":[0.9982071,0.0003692301,0.0002117602,0.000168947,0.0005693026,0.0004736809],"domain_scores_gemma":[0.9989511,0.0003659891,0.0001816321,0.000146209,0.0001803548,0.000174737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001334113,0.000007004614,0.805379,9.986738e-7,0.000004389361,2.144469e-7,0.1260413,2.606457e-8,0.00002408554,0.02551689,0.0005056589,0.04251913],"study_design_scores_gemma":[0.00003211935,0.000005713516,0.9358146,0.00000326225,0.00001366771,0.00000176148,0.0562353,6.444883e-8,0.00003365147,0.0009336059,0.00686056,0.00006572397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634724,0.0001023283,0.00002065772,0.01247874,0.0005291203,0.0002133747,0.000007028473,0.00002668761,0.02314966],"genre_scores_gemma":[0.9987417,0.00003100477,0.00004435438,0.0000812221,0.0006590325,0.00002802374,3.87427e-7,0.000003661472,0.0004105652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1304356,"threshold_uncertainty_score":0.9964491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03569833583324238,"score_gpt":0.3629251636047296,"score_spread":0.3272268277714872,"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."}}