{"id":"W1684656293","doi":"10.3968/6841","title":"Investigation Analysis on Psychological Health Condition of Teachers in Vocational Colleges and Thought for Countermeasures: Take “West Vocational Education Town” in Chongqing, China as an Example","year":2015,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Human Health and Disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Countermeasure; China; Somatization; Psychological health; Psychology; Government (linguistics); Mathematics education; Mental health; Medical education; Clinical psychology; Pedagogy; Political science; Medicine; Psychiatry; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004617031,0.0001811042,0.0001741392,0.001227894,0.00110384,0.0003541435,0.0002187725,0.0003085725,0.001107323],"category_scores_gemma":[0.000708575,0.0001605033,0.0002554432,0.0007983852,0.0004693005,0.0003332136,0.0004469972,0.0002945704,0.0000658013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053478,"about_ca_system_score_gemma":0.001388216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02431787,"about_ca_topic_score_gemma":0.05234997,"domain_scores_codex":[0.9997565,0.0000333142,0.00002139902,0.0000363146,0.00006738323,0.00008507711],"domain_scores_gemma":[0.9996285,0.00004111883,0.00008493717,0.00001612542,0.00007668759,0.0001525384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005151632,0.0001544842,0.9682655,0.00009877092,0.00001782164,0.0009799448,0.01808573,0.00006547632,0.002048247,0.0001155619,0.0003140071,0.009803047],"study_design_scores_gemma":[0.00000377825,0.00006162062,0.9829273,0.000009163106,0.000006834816,0.0001409639,0.01633197,0.00005058469,0.00013156,0.00001563182,0.000316596,0.000004124184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996423,0.00003372848,0.00003097535,0.00006634583,0.0000021843,0.000008373197,0.00002073831,6.640178e-7,0.0001947206],"genre_scores_gemma":[0.9994973,0.00006871206,0.0000590145,0.00002433633,0.000003991542,0.000007909172,0.00004225938,3.193442e-7,0.0002960345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02431787,"threshold_uncertainty_score":0.04835266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1095051082591601,"score_gpt":0.4434592404388163,"score_spread":0.3339541321796562,"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."}}