{"id":"W4386620253","doi":"10.1007/978-3-031-34275-2_9","title":"Case Studies","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Geodetic Measurements and Engineering Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"History","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":[],"consensus_categories":[],"category_scores_codex":[0.00004718429,0.0002514088,0.0002473932,0.00009383222,0.00002591472,0.00001385012,0.00006143881,0.0001351248,0.0003598738],"category_scores_gemma":[0.0000096613,0.0002143073,0.0000659498,0.00001226567,0.00001761715,0.00001321683,0.00002550047,0.0001806061,0.0004241831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003584823,"about_ca_system_score_gemma":0.000003564335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001645699,"about_ca_topic_score_gemma":0.00001599679,"domain_scores_codex":[0.9994124,7.126008e-7,0.0001639164,0.0001282118,0.0001392874,0.0001554846],"domain_scores_gemma":[0.9996749,0.00002259487,0.00001071264,0.0002113121,0.00003480208,0.00004568928],"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":[0.000001951169,0.00000198201,0.000001198593,0.002215096,0.00368469,0.01985156,0.0004975884,0.136789,0.0001020384,0.3849232,0.4240472,0.0278846],"study_design_scores_gemma":[0.0004663904,0.00005795129,0.00000983725,0.000602712,0.0004620362,0.005696034,0.0001413159,0.007113039,0.0002383024,0.0868317,0.8958312,0.002549457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000734183,0.001352597,0.0002478044,0.000009568207,0.002197923,0.0001020631,0.00001934481,0.001627474,0.9943698],"genre_scores_gemma":[0.01031755,0.0007293765,0.0004144117,0.00001477785,0.0002393823,0.000007306163,0.000007464762,0.0001586118,0.9881111],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4717841,"threshold_uncertainty_score":0.8739198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06526816662383592,"score_gpt":0.2359518579846184,"score_spread":0.1706836913607825,"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."}}