{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.00287805,0.0007194034,0.0007996121,0.005235784,0.00237715,0.01284342,0.001688512,0.001903494,0.09190197],"category_scores_gemma":[0.02437875,0.0003633191,0.0004445649,0.007269434,0.005897442,0.01218906,0.006054519,0.003699206,0.03247681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003437158,"about_ca_system_score_gemma":0.003003707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008155428,"about_ca_topic_score_gemma":0.001271973,"domain_scores_codex":[0.9954318,0.00155083,0.0005778402,0.0004574847,0.001623725,0.0003583309],"domain_scores_gemma":[0.9841961,0.00691796,0.001814504,0.002049331,0.002892344,0.002129819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000268283,0.00005673954,0.0003529194,0.0003705888,0.000004534916,0.0001259533,0.001491123,0.0003208428,0.0003270954,0.7112581,0.202705,0.0829604],"study_design_scores_gemma":[0.000005603777,0.00001692961,0.0004566945,0.0002755575,0.000002444777,0.000145954,0.0005476066,0.0001551969,0.0001244416,0.09791565,0.9003448,0.000009244664],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006778565,0.0334189,0.03806524,0.04547006,0.02183635,0.0002112757,0.001734529,0.001499934,0.8509852],"genre_scores_gemma":[0.1749953,0.03281641,0.05215484,0.01635995,0.02369102,0.0008244931,0.005438905,0.002467464,0.6912515],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9983115,"threshold_uncertainty_score":0.3074427,"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."}}