{"id":"W4392732233","doi":"10.36040/semsina.v4i2.8022","title":"EVALUASI PEMANFAATAN RUANG BERBASIS SISTEM INFORMASI GEOGRAFIS DENGAN MENGANALISIS PERUBAHAN PENGGUNAAN LAHAN TERHADAP RENCANA TATA RUANG","year":2024,"lang":"id","type":"article","venue":"Prosiding SEMSINA","topic":"Edcuational Technology Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Physics","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","scholarly_communication"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004965677,0.001302063,0.001217374,0.001507196,0.001822761,0.003395067,0.003479736,0.0008758951,0.00005485319],"category_scores_gemma":[0.0007818887,0.001342388,0.0006679239,0.003910123,0.0006122746,0.003235379,0.00171488,0.001850192,0.0006777678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001328546,"about_ca_system_score_gemma":0.001049657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004567744,"about_ca_topic_score_gemma":0.0006740316,"domain_scores_codex":[0.9902526,0.0007687546,0.001999039,0.002501948,0.002391716,0.002085973],"domain_scores_gemma":[0.9947846,0.000759961,0.0006245017,0.002544212,0.0006705412,0.0006161694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001353933,0.001149492,0.05191246,0.01592427,0.004240057,0.002704605,0.07586928,0.0003841208,0.05378745,0.5672618,0.03088026,0.1957508],"study_design_scores_gemma":[0.003020773,0.002681205,0.02539353,0.02439844,0.00283424,0.003374058,0.01576091,0.5140873,0.0922183,0.006327627,0.300907,0.008996658],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7975484,0.07576308,0.02723414,0.02809269,0.02143324,0.00951892,0.0002776105,0.009968703,0.03016323],"genre_scores_gemma":[0.9809617,0.0003794865,0.00545721,0.000322814,0.0008083148,0.0003823877,0.0001304243,0.0001930415,0.0113646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5609341,"threshold_uncertainty_score":0.9999731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03004967099011579,"score_gpt":0.2835316536007074,"score_spread":0.2534819826105916,"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."}}