{"id":"W4296385643","doi":"10.56059/pcf10.1215","title":"Empowering Women through TVET Training in Male Dominated Trades: A Project Supported by Canadian Embassy at Nakuru Training Institute Kenya","year":2022,"lang":"en","type":"article","venue":"Tenth Pan-Commonwealth Forum on Open Learning","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Workforce; Training (meteorology); Medical education; Limiting; Psychology; Engineering; Political science; Medicine; Pedagogy; Geography","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004530991,0.0003616005,0.0007252551,0.0005298979,0.004848714,0.0003833121,0.001230073,0.0001720487,0.002073769],"category_scores_gemma":[0.0003469025,0.0004117561,0.0001021373,0.001583616,0.0001930893,0.0008533702,0.0002972257,0.001257534,0.00005365508],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004090385,"about_ca_system_score_gemma":0.005519371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6250743,"about_ca_topic_score_gemma":0.4931457,"domain_scores_codex":[0.9939392,0.001537902,0.0008803369,0.0007235963,0.000712035,0.002206922],"domain_scores_gemma":[0.9982563,0.0002354746,0.0005448804,0.0003548255,0.00004949012,0.0005590152],"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":[0.0001180429,0.0001014504,0.02662819,0.00003830902,0.00004801292,0.00007335304,0.9389721,0.0003712662,0.000115983,0.004998682,0.01673432,0.01180026],"study_design_scores_gemma":[0.0008072444,0.0002018997,0.0009198498,0.00007693277,0.000004108069,0.0000155994,0.4426464,0.00006213861,0.000008822636,0.00003512083,0.5549211,0.0003008181],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8491977,0.0001116573,0.000006228666,0.007806084,0.0009492189,0.00202043,0.0001077305,0.0001348672,0.1396661],"genre_scores_gemma":[0.9742047,0.00004916061,0.00009878244,0.002330989,0.0001470595,0.001163369,0.0002339059,0.00007596125,0.0216961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5381867,"threshold_uncertainty_score":0.9998334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08715167908214401,"score_gpt":0.4007913095233747,"score_spread":0.3136396304412307,"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."}}