{"id":"W4382776722","doi":"10.34005/akademika.v12i01.2690","title":"PENGEMBANGAN DESAIN PELATIHAN UNTUK MENINGKATKAN KOMPETENSI GURU PRODUKTIF BIDANG TEKNOLOGI REKAYASA","year":2023,"lang":"id","type":"article","venue":"Akademika","topic":"Educational Curriculum and Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Mathematics; Humanities; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007241843,0.0005031443,0.0006335659,0.0004668926,0.001774887,0.0002577724,0.0009890604,0.0007271703,0.001144538],"category_scores_gemma":[0.006834178,0.0004971792,0.0003122211,0.003812075,0.0008091331,0.0003951084,0.00030436,0.001478117,0.005661317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003173954,"about_ca_system_score_gemma":0.0009723334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001363827,"about_ca_topic_score_gemma":0.0004653592,"domain_scores_codex":[0.9926625,0.002842183,0.000726318,0.00115841,0.001120591,0.001489936],"domain_scores_gemma":[0.9960869,0.001905289,0.0004830742,0.00066772,0.000369179,0.0004878586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008196925,0.0005984043,0.2268528,0.000375564,0.0005723724,0.0003032349,0.2161458,0.0002755146,0.01146807,0.05511217,0.4029166,0.08529751],"study_design_scores_gemma":[0.000480376,0.0003510712,0.146828,0.0003499736,0.0002077676,0.00002308557,0.06457788,0.0002445246,0.001075698,0.00414067,0.7805434,0.001177584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8845066,0.002175697,0.00004297454,0.03086311,0.004429507,0.0009100335,0.00002145508,0.001072281,0.07597829],"genre_scores_gemma":[0.8391552,0.0007806377,0.004399899,0.0005239552,0.003272282,0.0001062814,0.0001194954,0.000107438,0.1515348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3776267,"threshold_uncertainty_score":0.9997686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06402004763347106,"score_gpt":0.3725598968402602,"score_spread":0.3085398492067891,"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."}}