{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004868692,0.0008490733,0.0005028126,0.001672764,0.001175575,0.003298261,0.001414123,0.00137166,0.5059307],"category_scores_gemma":[0.001680271,0.0003181888,0.0004521624,0.001475,0.0005210191,0.002762303,0.001888004,0.001567405,0.4237825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001306165,"about_ca_system_score_gemma":0.00169178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002736673,"about_ca_topic_score_gemma":0.00503755,"domain_scores_codex":[0.9995465,0.00004182056,0.00001594598,0.00009660902,0.0002477485,0.00005134234],"domain_scores_gemma":[0.999423,0.00007873918,0.00001806406,0.00008337948,0.0003019634,0.00009479417],"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":[0.00001688496,0.00003513964,0.00008234141,0.000134328,0.000001890407,0.00004128388,0.0001205039,0.0001751359,0.0004646479,0.03209696,0.7548778,0.2119531],"study_design_scores_gemma":[9.757063e-7,0.000003852448,0.00005048172,0.00004445655,6.604106e-7,0.00002416413,0.00002470355,0.00002137936,0.00006891294,0.002559668,0.9971991,0.00000172185],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000309564,0.002635765,0.005911536,0.001851968,0.003280742,0.0001116144,0.001252101,0.0007346533,0.9839121],"genre_scores_gemma":[0.0006788085,0.001214138,0.001123352,0.0005115598,0.000361497,0.00004002213,0.0007513596,0.0001609136,0.9951584],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5059307,"threshold_uncertainty_score":0.7047299,"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."}}