{"id":"W1592477529","doi":"","title":"The Discussion on the Problems of the Employment of University Graduates","year":2014,"lang":"en","type":"article","venue":"Canadian social science","topic":"AI and HR Technologies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Period (music); Work (physics); Point (geometry); Join (topology); Sociology; Operations research; Computer science; Engineering; Mathematics; Aesthetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004970929,0.00003619395,0.00004084998,0.00004316287,0.001236755,0.00004491642,0.0007596051,0.00001766916,0.000005701515],"category_scores_gemma":[0.0001701567,0.000013618,0.00002827793,0.0005814198,0.001035413,0.0001090939,0.0001152048,0.00005116106,0.000004159601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004895593,"about_ca_system_score_gemma":0.00006015458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01191076,"about_ca_topic_score_gemma":0.03323021,"domain_scores_codex":[0.999544,0.000009328086,0.00005010525,0.00007360435,0.0001721602,0.0001507831],"domain_scores_gemma":[0.9996844,0.00003069014,0.00008475501,0.0001361019,0.00005721359,0.000006874163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001708262,0.000004816527,0.01744452,0.000006023709,0.000001887365,7.818068e-8,0.0002009588,0.000002508797,0.0003338561,0.961992,0.005246896,0.01476477],"study_design_scores_gemma":[0.0001313158,0.00001940741,0.186538,0.00007572149,0.00001996783,7.137917e-8,0.01400362,0.0004746415,0.001052371,0.04611062,0.7514193,0.0001549572],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7252812,0.00001101205,0.00001342484,0.1024697,0.0002641667,0.0003134514,0.000004106716,0.00003024158,0.1716127],"genre_scores_gemma":[0.9992601,0.000001911019,0.000001178136,0.0003085099,0.00004235062,6.581913e-7,1.169149e-7,0.000001520687,0.0003836876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9158813,"threshold_uncertainty_score":0.994669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648114837689478,"score_gpt":0.1916472215592792,"score_spread":0.1751660731823845,"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."}}