{"id":"W4234935700","doi":"10.31219/osf.io/awqk4","title":"Klasifikasi Penggunaan Lahan","year":2020,"lang":"id","type":"preprint","venue":"","topic":"Water and Land Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Humanities; Physics; Forestry; Political science; Geography; Philosophy","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002341062,0.0004827073,0.0004187981,0.00003863442,0.0001580416,0.0001887616,0.0009936466,0.0002053676,0.03138286],"category_scores_gemma":[0.00001331892,0.0003952599,0.000246399,0.0001388931,0.0001536592,0.0001196881,0.004217878,0.0005316171,0.03237244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001885956,"about_ca_system_score_gemma":0.00001714574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002713013,"about_ca_topic_score_gemma":0.0003915323,"domain_scores_codex":[0.997186,0.0001008959,0.0004174328,0.001166912,0.0005740894,0.0005546824],"domain_scores_gemma":[0.9986965,0.00001976159,0.0001216755,0.0007518058,0.000005855965,0.0004043659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002322878,0.001432088,0.04313077,0.002230636,0.0009354966,0.0007860083,0.01237326,0.003474261,0.01152593,0.01085506,0.7974952,0.115529],"study_design_scores_gemma":[0.0004977801,0.0001601833,0.06358641,0.00005449191,0.00014327,0.000004421762,0.0004956948,0.001172116,0.003957646,0.003215906,0.9258258,0.0008862429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02289226,0.00009975857,0.004985667,0.01369713,0.001718544,0.001336324,0.00003503914,0.0002941366,0.9549412],"genre_scores_gemma":[0.869375,0.0004704664,0.001605672,0.0024325,0.0002989093,0.00005487755,0.00009254659,0.0000454054,0.1256246],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8464828,"threshold_uncertainty_score":0.9998499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02546249846977891,"score_gpt":0.2262551321069927,"score_spread":0.2007926336372138,"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."}}