{"id":"W7098720733","doi":"","title":"Canadian Surveillance of Space Concept Demonstrator: Metric Accuracy and Limiting Magnitude Assessment”, Acta Astronautica 57","year":2005,"lang":"en","type":"article","venue":"","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Streak; Metric (unit); Satellite; Limiting; Stability (learning theory); Magnitude (astronomy); Fourier analysis; Space (punctuation)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004914518,0.0003993983,0.0003217195,0.005018206,0.002600181,0.002518906,0.001624338,0.0003563411,0.00425326],"category_scores_gemma":[0.01701002,0.0001911918,0.0002331785,0.005377101,0.0009158122,0.001050113,0.001269382,0.0004571243,0.001192132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02045904,"about_ca_system_score_gemma":0.02797641,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9615286,"about_ca_topic_score_gemma":0.9643631,"domain_scores_codex":[0.9949654,0.0004423945,0.0001849831,0.0003885095,0.003677398,0.0003412672],"domain_scores_gemma":[0.9865464,0.0006106543,0.0007406234,0.0006081596,0.01090542,0.000588723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003260476,0.00006623256,0.4546901,0.0002978524,0.00008060899,0.0002172865,0.002862169,0.01176938,0.003581873,0.03118307,0.09398447,0.4009409],"study_design_scores_gemma":[0.00003940472,0.0001467063,0.674523,0.0002144402,0.00005602111,0.0003651893,0.004552554,0.04145652,0.005768641,0.002994088,0.2697483,0.0001351198],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5793023,0.007344201,0.03907955,0.004482605,0.000537939,0.0006792256,0.03425281,0.001560301,0.3327611],"genre_scores_gemma":[0.9075669,0.001495402,0.04679376,0.0001616418,0.00006123249,0.0001492176,0.0137308,0.0001892834,0.02985174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9615286,"threshold_uncertainty_score":0.1484414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005589959818462512,"score_gpt":0.2698876468008891,"score_spread":0.2642976869824266,"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."}}