{"id":"W4251833623","doi":"10.1007/978-3-662-08039-9_1","title":"Introduction","year":2004,"lang":"en","type":"book-chapter","venue":"","topic":"Geodetic Measurements and Engineering Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Meaning (existential); Geomatics; Library science; Engineering; Political science; Engineering management; Engineering ethics; Geography; Regional science; Computer science; Cartography; Epistemology; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002228222,0.0001939055,0.0001395602,0.00006596658,0.00001256521,0.00001533812,0.00006237026,0.0001536606,0.008285236],"category_scores_gemma":[0.000002029966,0.0001805571,0.00004877106,0.000006680311,0.00001008187,0.00001893519,0.000006685397,0.0001862952,0.0003345409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000085429,"about_ca_system_score_gemma":0.000007276512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001681556,"about_ca_topic_score_gemma":0.000001774727,"domain_scores_codex":[0.9995078,3.230154e-7,0.0001235301,0.0001205422,0.0001345767,0.0001131823],"domain_scores_gemma":[0.9997358,0.000001528392,0.000009422349,0.0001965958,0.0000181846,0.00003847728],"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":[8.177875e-7,9.57323e-7,1.558285e-7,0.0001722319,0.0001310435,0.000004351038,0.00001795566,0.2353147,0.0003436369,0.6605772,0.09477403,0.008662839],"study_design_scores_gemma":[0.00007860045,0.000008150441,0.00001359815,0.00003317996,0.00002542193,0.000007773902,5.39718e-7,0.000250283,0.0003259392,0.03218222,0.9667976,0.0002767242],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007709485,0.000355953,0.003101778,0.00006744481,0.001682315,0.00006613861,0.000003636408,0.0005685389,0.9941465],"genre_scores_gemma":[0.01380704,0.0002026026,0.002015677,0.00002304821,0.002589003,0.000003731095,0.00004155064,0.0001393875,0.9811779],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8720235,"threshold_uncertainty_score":0.9926213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007375744371509664,"score_gpt":0.1582429185460265,"score_spread":0.1508671741745168,"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."}}