{"id":"W4380244553","doi":"10.31219/osf.io/68ny3","title":"Analisis Angka Pendidikan di Salo Timur, Kabupaten Kampar, Provinsi Riau: Pendekatan Penelitian Inovatif dalam Wilayah yang Belum Pernah Diteliti Sebelumnya","year":2023,"lang":"id","type":"preprint","venue":"","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"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","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.00446033,0.002269097,0.002428705,0.001607266,0.001129591,0.002817617,0.006759934,0.001289185,0.001335254],"category_scores_gemma":[0.001770665,0.002241269,0.001191948,0.002736723,0.0006445486,0.001895062,0.006957064,0.003075087,0.001492107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001403999,"about_ca_system_score_gemma":0.004723858,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01290576,"about_ca_topic_score_gemma":0.0027641,"domain_scores_codex":[0.9840111,0.001597612,0.002981327,0.005206967,0.003301728,0.00290123],"domain_scores_gemma":[0.9868734,0.001938914,0.001722313,0.005655338,0.001806762,0.002003239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003083966,0.005163123,0.5467874,0.005549071,0.003431966,0.001848436,0.04349545,0.0009023428,0.003841063,0.1708827,0.09103926,0.1267508],"study_design_scores_gemma":[0.002300814,0.0007758551,0.8740538,0.002399546,0.0007745344,0.0002723543,0.009834887,0.02572215,0.002433181,0.01089982,0.06455473,0.005978334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7684501,0.002896033,0.07536833,0.04555741,0.05104478,0.009638622,0.002176671,0.004424179,0.04044389],"genre_scores_gemma":[0.751187,0.002982715,0.1801949,0.003207014,0.009949347,0.001986547,0.005778084,0.0009064593,0.04380798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3272664,"threshold_uncertainty_score":0.9995776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.104512075585178,"score_gpt":0.3422133025773054,"score_spread":0.2377012269921274,"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."}}