{"id":"W3000565438","doi":"","title":"Optimal Life-Careers","year":2013,"lang":"en","type":"book","venue":"LAP LAMBERT Academic Publishing eBooks","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coping (psychology); Underemployment; Immigration; Career development; Grounded theory; Psychology; Sociology; Social psychology; Qualitative research; Political science; Social science; Economic growth; Unemployment; Clinical psychology","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.002933222,0.001339612,0.001919777,0.0005977505,0.001461125,0.0004372172,0.003280606,0.009811331,0.004045261],"category_scores_gemma":[0.002973753,0.001279832,0.0004255764,0.0001889361,0.000384991,0.001851922,0.001928865,0.022774,0.006523391],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002799202,"about_ca_system_score_gemma":0.007199523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00189982,"about_ca_topic_score_gemma":0.0002426392,"domain_scores_codex":[0.9890075,0.0009163768,0.002896853,0.001638437,0.002006263,0.003534545],"domain_scores_gemma":[0.9907461,0.002287148,0.002180378,0.001691763,0.0009857749,0.002108768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005651135,0.000006736048,0.0004688927,0.0008152335,0.0001473396,0.00001999655,0.003520711,0.000008426961,0.000004890389,0.02938841,0.9625883,0.002974588],"study_design_scores_gemma":[0.0009457321,0.00006058186,0.00008482421,0.00466537,0.0001564972,0.00001042489,0.0009761074,0.00009411136,0.000002376523,0.009152559,0.9827387,0.001112676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001465527,0.002708844,0.00002682666,0.006555072,0.006386567,0.003643996,0.0002610846,0.001693367,0.9772587],"genre_scores_gemma":[0.0007220093,0.00032126,0.0008812235,0.02476353,0.008502448,0.0008510342,0.0009471799,0.0005037716,0.9625075],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02023585,"threshold_uncertainty_score":0.9999355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05729006295057949,"score_gpt":0.3744143173753287,"score_spread":0.3171242544247492,"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."}}