{"id":"W7132026219","doi":"","title":"Makine Öğrenmesi Teknikleriyle Göl Seviyesi Tahmini: Büyük Göller Örneği","year":2024,"lang":"tr","type":"other","venue":"KTO Karatay University Institutional Archive","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Differential (mechanical device); Set (abstract data type); Current (fluid); Statistical hypothesis testing","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.0006037417,0.002593308,0.002039419,0.003802804,0.001476548,0.0004686882,0.003075646,0.001264421,0.02824645],"category_scores_gemma":[0.0001766477,0.002986663,0.001515949,0.00260516,0.005150677,0.001115638,0.002919968,0.003335001,0.3556942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00301535,"about_ca_system_score_gemma":0.003819555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124731,"about_ca_topic_score_gemma":0.001553789,"domain_scores_codex":[0.9899846,0.0006490735,0.001059644,0.003753661,0.002388782,0.002164186],"domain_scores_gemma":[0.9952071,0.0002690366,0.0009274489,0.001809045,0.0004495423,0.001337812],"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":[0.001158823,0.0009247095,0.0001500675,0.0007009553,0.002562066,0.006435338,0.001138369,0.0005276082,0.000606,0.3532592,0.6320286,0.0005082746],"study_design_scores_gemma":[0.00316846,0.0003394635,0.001915345,0.002740763,0.001759141,0.0006673064,0.0009601989,0.0007452625,0.00005759627,0.003046597,0.9815271,0.003072709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001279366,0.001868373,0.00191522,0.001193968,0.003535351,0.002153477,0.04857436,0.001222419,0.9382575],"genre_scores_gemma":[0.0204175,0.0007811387,0.00805239,0.0004909083,0.002797507,0.0000173588,0.008146234,0.001258511,0.9580384],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3502126,"threshold_uncertainty_score":0.9998234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01641627170269932,"score_gpt":0.2239445530221627,"score_spread":0.2075282813194634,"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."}}