{"id":"W4406029107","doi":"10.1002/9781394155293.ch10","title":"Case Study #2","year":2025,"lang":"en","type":"other","venue":"","topic":"Satellite Image Processing and Photogrammetry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Inertial measurement unit; GNSS applications; Sensor fusion; Kalman filter; Computer science; Coordinate system; Computer vision; Orientation (vector space); MATLAB; Inertial navigation system; Satellite system; Geographic coordinate conversion; Global Positioning System; Artificial intelligence; Control engineering; Engineering; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0009346673,0.0006013483,0.0004294456,0.001316461,0.003265215,0.00184326,0.001296593,0.002464507,0.03338967],"category_scores_gemma":[0.003691578,0.0001804792,0.0005562158,0.001544076,0.0009217142,0.001118997,0.001658697,0.001675909,0.006969707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002260065,"about_ca_system_score_gemma":0.002748185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02343248,"about_ca_topic_score_gemma":0.03225046,"domain_scores_codex":[0.9989977,0.0002577964,0.00007650213,0.0001346885,0.0002467549,0.0002866094],"domain_scores_gemma":[0.9989777,0.0002433422,0.00007931888,0.00007168529,0.000243665,0.0003843212],"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":[0.001406228,0.001861339,0.08619753,0.001128603,0.0001297044,0.2922969,0.01245249,0.005953683,0.004681367,0.05940068,0.3417254,0.1927661],"study_design_scores_gemma":[0.0001260361,0.0007367757,0.02480952,0.0009771576,0.00007962192,0.1465506,0.0263706,0.003460781,0.003252649,0.01257593,0.7809397,0.0001206753],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5779923,0.003582231,0.02879985,0.03234762,0.002044646,0.002218115,0.009777652,0.0009008347,0.3423367],"genre_scores_gemma":[0.775707,0.00322064,0.01741901,0.009642721,0.0004324227,0.001153148,0.005586972,0.0005419913,0.1862961],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03338967,"threshold_uncertainty_score":0.1116995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306954218525528,"score_gpt":0.2551063924182142,"score_spread":0.2420368502329589,"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."}}