{"id":"W6910444079","doi":"10.4230/lipics.giscience.2023","title":"LIPIcs, Volume 277, GIScience 2023, Complete Volume","year":2023,"lang":"en","type":"other","venue":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Volume (thermodynamics); Work (physics); Field (mathematics); Geographic information system; Compression (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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.003245299,0.002339891,0.002497954,0.003407078,0.001171352,0.001073716,0.00422044,0.001390521,0.003371126],"category_scores_gemma":[0.00142959,0.002394668,0.001164008,0.003884866,0.00131319,0.0004700171,0.001095474,0.00333763,0.1212254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009074223,"about_ca_system_score_gemma":0.0008713686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001800147,"about_ca_topic_score_gemma":0.002540508,"domain_scores_codex":[0.9874698,0.0008816221,0.002164468,0.003290826,0.002865627,0.003327682],"domain_scores_gemma":[0.9926116,0.0004260983,0.002326986,0.003116586,0.0004614415,0.001057241],"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":[0.0000482131,0.0002011129,0.001797297,0.0001820508,0.0004462975,0.0006956978,0.0009375343,0.0001057991,0.004522698,0.0004101541,0.9892894,0.001363741],"study_design_scores_gemma":[0.001179277,0.000250486,0.0009785939,0.002353186,0.0004343283,0.0002683291,0.0003595242,0.00359959,0.0001541612,0.0003756219,0.9871098,0.002937064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01179989,0.01441118,0.002873292,0.004005228,0.03482433,0.005976334,0.0120948,0.03654205,0.8774729],"genre_scores_gemma":[0.008150521,0.0008988322,0.004213152,0.000463393,0.006042576,0.000119248,0.0005370562,0.01137138,0.9682038],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1178542,"threshold_uncertainty_score":0.9999633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02574521110855195,"score_gpt":0.2564393032368838,"score_spread":0.2306940921283319,"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."}}