{"id":"W4384949974","doi":"10.37715/leecom.v5i1.3619","title":"PELATIHAN DAN IMPLEMENTASI TEKNOLOGI TENAGA SURYA UNTUK POMPA TANAMAN HYDROPONIK di RT 03 TAMBAK SEGARAN IV KELURAHAN TAMBAKREJO KECAMATAN SIMOKERTO KOTA SURABAYA","year":2023,"lang":"id","type":"article","venue":"Jurnal LeECOM (Leverage Engagement Empowerment of Community)","topic":"Engineering and Technology Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Physics; Forestry; Horticulture; Humanities; Art; Geography; Biology","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"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004187055,0.001692261,0.001808313,0.003033404,0.002164394,0.0003439529,0.00304574,0.0007714302,0.0004294265],"category_scores_gemma":[0.0003726704,0.001846205,0.0007069432,0.00418801,0.0004873624,0.0007513268,0.001968042,0.006672678,0.0003146496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069629,"about_ca_system_score_gemma":0.0001932685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002531442,"about_ca_topic_score_gemma":0.0002863794,"domain_scores_codex":[0.9909177,0.001656846,0.002945244,0.0007710727,0.001373171,0.002336012],"domain_scores_gemma":[0.9937968,0.001093183,0.0008714674,0.003425804,0.0003528251,0.000459948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008125759,0.01404372,0.2174336,0.009719242,0.02783963,0.003911159,0.0300976,0.1549549,0.277388,0.06968525,0.1608317,0.03328265],"study_design_scores_gemma":[0.01685256,0.006251326,0.4824767,0.004279754,0.002307553,0.0003268126,0.03542167,0.04788506,0.06757386,0.003312872,0.3226608,0.01065095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731824,0.0004978526,0.001910909,0.002180645,0.002388067,0.00160314,0.0005675921,0.002474561,0.01519486],"genre_scores_gemma":[0.9922094,0.00149749,0.000453851,0.0001669493,0.000214096,0.0001773866,0.001947646,0.0003956346,0.002937568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2650431,"threshold_uncertainty_score":0.9995824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03178038648117386,"score_gpt":0.2734414279254835,"score_spread":0.2416610414443096,"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."}}