{"id":"W2809665189","doi":"10.29007/wvc2","title":"Geomatics and Open Textbooks","year":2018,"lang":"en","type":"paratext","venue":"EasyChair preprint","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Geomatics; Geography; Data science; Engineering; Cartography; Library science; Archaeology; Computer science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009074034,0.0003368036,0.0004840942,0.0001529257,0.0003448997,0.001940626,0.003121084,0.0002195067,0.0007912505],"category_scores_gemma":[0.00008669313,0.0003099184,0.00006787106,0.0001307516,0.0001078679,0.0007907692,0.005072216,0.0003093421,0.007796541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005012394,"about_ca_system_score_gemma":0.0002687781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002188899,"about_ca_topic_score_gemma":0.000002646566,"domain_scores_codex":[0.9978961,0.00006216361,0.0007313237,0.0006274579,0.0003389732,0.0003439969],"domain_scores_gemma":[0.9974194,0.00007081129,0.0007336696,0.001382833,0.0002278988,0.0001653819],"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":[0.000008819371,0.000204589,0.00002836103,0.00281045,0.0001722855,0.000005447786,0.03778741,0.002755217,0.00001791745,0.1032759,0.6665589,0.1863746],"study_design_scores_gemma":[0.0005283109,0.0000988608,0.00008915986,0.001274782,0.000005726676,0.00009595387,0.0001604939,0.419102,0.0005980675,0.04637641,0.5306782,0.0009920684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00007522251,0.0001315634,0.6220651,0.0001742756,0.0009892046,0.0004240057,0.000002854338,0.00008758627,0.3760502],"genre_scores_gemma":[0.1105588,0.0002156259,0.5614852,0.002758486,0.001134062,0.0001723118,0.00004152528,0.0000968395,0.3235371],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4163467,"threshold_uncertainty_score":0.9999353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03011633926821886,"score_gpt":0.2986752088152913,"score_spread":0.2685588695470724,"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."}}