{"id":"W1964652028","doi":"10.5539/jms.v2n2p187","title":"Employment Predictions in Secretarial Occupation","year":2012,"lang":"en","type":"article","venue":"Journal of Management and Sustainability","topic":"Public Administration and Governance","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Christian ministry; Population; Psychology; Work (physics); Medical education; Political science; Sociology; Demographic economics; Pedagogy; Engineering; Medicine; Demography; Law; Economics","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":[0.001833416,0.0003056781,0.0002723368,0.001273485,0.0005003468,0.001204991,0.0006254808,0.0006612877,0.01205853],"category_scores_gemma":[0.006891504,0.0002203846,0.0006194533,0.0007544049,0.0004798467,0.0007295319,0.001320635,0.0008295355,0.002890083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006317677,"about_ca_system_score_gemma":0.0005418409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01470165,"about_ca_topic_score_gemma":0.008656351,"domain_scores_codex":[0.9994204,0.0001331316,0.00003064813,0.0001070805,0.00009357674,0.0002152057],"domain_scores_gemma":[0.9935966,0.003525583,0.0009732525,0.0002731135,0.0004648701,0.001166514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000161305,0.0001209321,0.9924655,0.00001220431,0.00001657663,0.00009460629,0.0002410149,0.002613753,0.00006381882,0.0006574061,0.0007779659,0.002774958],"study_design_scores_gemma":[0.00001340317,0.0001064811,0.981303,0.00002604758,0.00001492326,0.0000674372,0.001394387,0.01493809,0.00008526455,0.001041447,0.001001535,0.000007927291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954658,0.00007320996,0.0003131943,0.0002269344,0.00001223941,0.00001645557,0.001593748,0.00001157651,0.002286955],"genre_scores_gemma":[0.9976699,0.00003281279,0.00006221491,0.0000170251,0.0000097877,0.00001361074,0.001278687,0.000003157435,0.0009127983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01470165,"threshold_uncertainty_score":0.04033977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660111258867447,"score_gpt":0.3244112416848364,"score_spread":0.307810129096162,"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."}}