{"id":"W7043302341","doi":"","title":"Some Estimation Methods for Overdetermined Integer Linear Models","year":2020,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Distributed Sensor Networks and Detection Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Overdetermined system; Estimator; Integer (computer science); Noise (video); Least-squares function approximation; Linear model","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":[0.003460836,0.001404795,0.001134603,0.001361185,0.0005698758,0.001451338,0.001219961,0.001229054,0.003744131],"category_scores_gemma":[0.01194553,0.0008864212,0.001448335,0.001855143,0.001313666,0.00253728,0.001540614,0.003408411,0.001050902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001022079,"about_ca_system_score_gemma":0.0008709062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001949697,"about_ca_topic_score_gemma":0.001643381,"domain_scores_codex":[0.9978467,0.0009952704,0.0001072291,0.0003885785,0.0005850241,0.00007725776],"domain_scores_gemma":[0.995573,0.003133863,0.0002335398,0.0003027055,0.0006989176,0.00005791302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008069016,0.00006123569,0.0007014031,0.000571388,0.0001388666,0.0001341536,0.0003998224,0.2684723,0.004077197,0.3971965,0.007078271,0.3210882],"study_design_scores_gemma":[0.00001876063,0.00003831292,0.0002436062,0.00007937063,0.00003839061,0.000128929,0.00003955426,0.8715614,0.002123684,0.1076243,0.01806242,0.00004127602],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004358041,0.000967358,0.9974407,0.0001551495,0.00005628997,0.00001091282,0.00002049745,0.00005218393,0.0008611251],"genre_scores_gemma":[0.06040751,0.006740062,0.9222946,0.0004227832,0.0008496935,0.0002544073,0.0002799356,0.000169178,0.008581846],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003744131,"threshold_uncertainty_score":0.01830286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03001370160021215,"score_gpt":0.3057873050771694,"score_spread":0.2757736034769572,"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."}}