{"id":"W2564993389","doi":"","title":"MENGAWAL PERUBAHAN DI PERGURUAN TINGGI; PENGALAMAN LP2M UINSA DALAM PENGUATAN KEMITRAAN UNIVERSITAS DENGAN MASYARAKAT","year":2016,"lang":"id","type":"article","venue":"Digilib UIN Sunan Ampel Surabaya (UIN Sunan Ampel)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Humanities; Political science; Management; Philosophy","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.005686575,0.002492141,0.002288032,0.0008992245,0.004735055,0.002309734,0.004747457,0.001541794,0.01083196],"category_scores_gemma":[0.004569559,0.002338232,0.001434337,0.003136079,0.003647419,0.006060671,0.001043967,0.002973975,0.005076222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002931625,"about_ca_system_score_gemma":0.003093003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002384534,"about_ca_topic_score_gemma":0.005604354,"domain_scores_codex":[0.9782904,0.006388453,0.002571478,0.004093869,0.004023549,0.004632189],"domain_scores_gemma":[0.9858794,0.004142564,0.002668928,0.003186485,0.001307988,0.002814591],"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":[0.0006973244,0.003084308,0.7154228,0.0004728966,0.0009486424,0.0009425611,0.1777288,0.00002527681,0.008947268,0.04300484,0.01992827,0.02879701],"study_design_scores_gemma":[0.003316211,0.0006680821,0.1343224,0.0009406268,0.0006417699,0.0001028486,0.1011812,0.00003993109,0.0009894898,0.0003343578,0.7538264,0.003636753],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8393695,0.001784292,0.00007661106,0.009073679,0.006918189,0.002049523,0.0002195945,0.001284866,0.1392238],"genre_scores_gemma":[0.8373835,0.001957146,0.000296457,0.0002932172,0.002064275,0.0000810413,0.0003000681,0.0004801234,0.1571442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7338981,"threshold_uncertainty_score":0.9997544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02444233142516785,"score_gpt":0.2973741518032681,"score_spread":0.2729318203781003,"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."}}