{"id":"W4389153403","doi":"10.31098/ajosed.v1i2.1416","title":"The Place of Makerspace of Stem Education in Nigeria","year":2023,"lang":"en","type":"article","venue":"Advanced Journal of STEM Education","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Vocational education; State (computer science); Public relations; Sociology; Mathematics education; Political science; Pedagogy; Engineering; Psychology; Computer science; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001193641,0.00007072001,0.0001496053,0.0002210343,0.00007581017,0.00003917988,0.0004258101,0.00003070674,5.41589e-7],"category_scores_gemma":[0.000072639,0.00005554116,0.00005332638,0.0006365319,0.00002745939,0.000388622,0.00003428023,0.000204123,0.000003087796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000909816,"about_ca_system_score_gemma":0.0009489129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001497302,"about_ca_topic_score_gemma":0.00001022284,"domain_scores_codex":[0.9988989,0.0001815825,0.0004319268,0.000105363,0.0002440858,0.000138201],"domain_scores_gemma":[0.9983318,0.0003134024,0.0008078589,0.0002479716,0.0002548714,0.00004403287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002032737,0.00009642816,0.004826406,0.00004041491,0.000008638255,3.410927e-7,0.006985212,0.003007163,0.0009905683,0.003018339,0.0003560011,0.9806502],"study_design_scores_gemma":[0.003366609,0.002170664,0.3275395,0.006589256,0.00007325898,0.0003550162,0.278182,0.004623931,0.02355685,0.007056083,0.345376,0.00111086],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809448,0.00198451,0.01240703,0.002353762,0.002023055,0.0001325554,2.222459e-7,0.00002219667,0.0001318842],"genre_scores_gemma":[0.9841176,0.0001445488,0.01438034,0.00001653129,0.00006313437,0.000005468697,5.570777e-7,0.000007173578,0.001264675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9795393,"threshold_uncertainty_score":0.2264903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113097102666601,"score_gpt":0.2987672547882079,"score_spread":0.2876362837615419,"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."}}