{"id":"W7128624278","doi":"10.26180/4969259.v1","title":"The business skills program: is it delivering","year":2017,"lang":"","type":"article","venue":"Monash University","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Subject (documents); Business analysis; Skills management; Public policy; Electronic business","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005673898,0.0001549734,0.0001703429,0.00004475672,0.01311867,0.0008752175,0.001545904,0.0001573437,0.0003653802],"category_scores_gemma":[0.0001553718,0.0001418122,0.0001260085,0.0002775398,0.001048476,0.0006348289,0.0003732302,0.0001614074,0.0003760961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002535128,"about_ca_system_score_gemma":0.0005411015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04269983,"about_ca_topic_score_gemma":0.006156192,"domain_scores_codex":[0.9985275,0.0001750507,0.0001513182,0.0003048409,0.0003601927,0.000481131],"domain_scores_gemma":[0.9980183,0.000123556,0.0003916322,0.0007718952,0.0004742281,0.0002203487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005724666,0.0007037111,0.1750662,0.0001010053,0.0003008405,0.00005310195,0.3374906,0.000008076241,0.00003002097,0.06369883,0.1325634,0.2899269],"study_design_scores_gemma":[0.0001756846,0.00001214661,0.1607084,0.00004814669,0.0000281048,5.613386e-7,0.03493507,0.00002017912,0.000008888094,0.00007199193,0.8038357,0.0001550927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7264851,0.0001503154,0.0000161291,0.04407782,0.002118546,0.000513966,0.0000280173,0.00004325664,0.2265669],"genre_scores_gemma":[0.8934423,0.001878963,0.00004536254,0.0001661275,0.0006156769,9.979526e-7,9.001161e-7,0.000007564309,0.1038421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6712723,"threshold_uncertainty_score":0.9881661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04193359116907941,"score_gpt":0.3366843701096609,"score_spread":0.2947507789405815,"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."}}