{"id":"W4377085016","doi":"10.24114/jiaf.v8i3.33528","title":"PENGEMBANGAN INSTRUMEN TES FISIKA BERBASIS HOTS TINGKAT SMA DI KOTA MEDAN","year":2022,"lang":"id","type":"article","venue":"JURNAL IKATAN ALUMNI FISIKA","topic":"Educational Curriculum and Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"Universitas Negeri Medan","keywords":"Psychology; Mathematics education; Test (biology); Pedagogy","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006571954,0.000726394,0.0008996343,0.000471922,0.005592206,0.0006795611,0.002247887,0.0003233689,0.009772933],"category_scores_gemma":[0.002090708,0.000779369,0.0006320869,0.00248164,0.0006666637,0.0006759054,0.0009654072,0.002595159,0.0005619465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115071,"about_ca_system_score_gemma":0.001549539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003036506,"about_ca_topic_score_gemma":0.0008605756,"domain_scores_codex":[0.9881422,0.004827007,0.001199104,0.001304226,0.002914032,0.001613456],"domain_scores_gemma":[0.9950356,0.001713738,0.001099208,0.0008685556,0.000363099,0.0009198301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003273019,0.002850178,0.4558606,0.0003354212,0.00102014,0.0002968972,0.1583412,0.0002076573,0.001740437,0.01969566,0.1341269,0.2251976],"study_design_scores_gemma":[0.0007792779,0.0007579578,0.1882854,0.0001496539,0.0002768715,0.00009295512,0.05413883,0.0001607879,0.000191932,0.001083181,0.7529369,0.001146231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9198477,0.002179973,0.00002390883,0.01480959,0.005429992,0.0006761038,0.0002107098,0.0002160259,0.05660605],"genre_scores_gemma":[0.9316665,0.0005075817,0.001884801,0.00133645,0.003561131,0.0001718638,0.0001706526,0.0001434284,0.06055761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6188099,"threshold_uncertainty_score":0.9997059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03887964286907593,"score_gpt":0.3374974641772367,"score_spread":0.2986178213081608,"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."}}