{"id":"W4376573166","doi":"10.46730/jcspa.v3i1.54","title":"Upaya Meningkatkan Dan Mengoptimalkan Pendidikan Di Desa Pulau Binjai Sebagai Bentuk Pengabdian Terhadap Masyarakat Di Bidang Pendidikan","year":2023,"lang":"id","type":"article","venue":"JOURNAL OF COMMUNITY SERVICES PUBLIC AFFAIRS","topic":"Educational Research and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Humanities; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007927722,0.0009244428,0.0008549694,0.001213368,0.002476719,0.004481108,0.0007812774,0.0011233,0.03005849],"category_scores_gemma":[0.0008548545,0.0005844579,0.0009900564,0.001293699,0.00112842,0.002668147,0.002303642,0.002214215,0.008010967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002107256,"about_ca_system_score_gemma":0.002654824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005655101,"about_ca_topic_score_gemma":0.01211282,"domain_scores_codex":[0.9992399,0.00009390319,0.00004495301,0.0002232315,0.0002650179,0.0001330526],"domain_scores_gemma":[0.999321,0.0001287485,0.00007795034,0.00008757358,0.0002738613,0.0001109754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001836765,0.0007516054,0.02098194,0.003496425,0.0003175772,0.002574748,0.007008125,0.001902021,0.4601543,0.05305864,0.01302365,0.4348942],"study_design_scores_gemma":[0.00005056895,0.0008462864,0.02560686,0.0005810399,0.000325291,0.001556143,0.005548195,0.001365576,0.2170814,0.01209836,0.7347713,0.0001688805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5534658,0.04210209,0.04608362,0.005884991,0.002005859,0.0004698629,0.002836908,0.001721354,0.3454295],"genre_scores_gemma":[0.6707101,0.01526149,0.02673979,0.001275787,0.0002046193,0.0002641995,0.001811325,0.0005933839,0.2831394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03005849,"threshold_uncertainty_score":0.1005557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08311550970951073,"score_gpt":0.3873646168473174,"score_spread":0.3042491071378067,"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."}}