{"id":"W6968516389","doi":"10.5281/zenodo.5157310","title":"UTILIZATION OF TIERED- BASED MODULAR INSTRUCTION AND THE AQUACULTURE SKILLS OF GRADE 10 TECHNICAL VOCATIONAL EDUCATION STUDENTS","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Vocational and Entrepreneurial Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquaculture; Vocational education; Modular design; Quarter (Canadian coin); Perception; Soft skills","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007638922,0.00006434308,0.0001024397,0.00009103939,0.0009775657,0.0001544838,0.0003486336,0.00006329414,0.0020105],"category_scores_gemma":[0.001695415,0.00005738928,0.0000390142,0.0005943116,0.000424853,0.0001797856,0.0001495138,0.00008825285,0.00005256543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008061383,"about_ca_system_score_gemma":0.00006580213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009562093,"about_ca_topic_score_gemma":0.000004900055,"domain_scores_codex":[0.9983621,0.0005518149,0.0002429488,0.0002018914,0.0005341655,0.0001070741],"domain_scores_gemma":[0.9982802,0.00005350963,0.0001688605,0.0001917854,0.001242107,0.00006355525],"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":[0.0003253293,0.002841228,0.0005658326,0.0002387868,0.0001128391,6.9592e-7,0.02203544,0.0004525053,0.014021,0.5024473,0.03933871,0.4176203],"study_design_scores_gemma":[0.002397725,0.0001070723,0.07625406,0.000127905,0.00008833539,0.00002751997,0.007929687,0.0003505725,0.006063566,0.01032917,0.8960857,0.0002386934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8637782,0.0007293712,0.00653248,0.01661434,0.0008327893,0.001828665,0.0002016877,0.0003785448,0.1091039],"genre_scores_gemma":[0.9973584,0.00015658,0.0003824213,0.00006923885,0.000124559,2.15649e-7,0.001012405,0.00008232412,0.0008138442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.856747,"threshold_uncertainty_score":0.9989018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03450870193031064,"score_gpt":0.3182526661695532,"score_spread":0.2837439642392425,"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."}}