{"id":"W4386740377","doi":"10.1117/12.2692510","title":"Tool for the computation of ISO 10110 metrics","year":2023,"lang":"en","type":"article","venue":"","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National d'Optique","funders":"","keywords":"Algorithm; Monte Carlo method; Computer science; Surface (topology); Graph; Mathematics; Theoretical computer science; Geometry","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":[0.0001032159,0.00003747985,0.00005973562,0.00003230711,0.00006500814,0.00001124268,0.00003464438,0.000007846337,0.00001946099],"category_scores_gemma":[0.000006981832,0.00002452134,0.00005134689,0.0001896645,0.00001489348,0.00001591225,0.00001898849,0.00002149103,0.00001433552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002882009,"about_ca_system_score_gemma":0.00000955857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003867485,"about_ca_topic_score_gemma":6.456398e-7,"domain_scores_codex":[0.9997156,0.000004630062,0.00008904006,0.00005683763,0.00005689531,0.00007694362],"domain_scores_gemma":[0.9995925,0.0002348265,0.00004032735,0.00005581788,0.00006825171,0.000008310526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001990095,0.00006355689,0.008817116,0.00001818932,0.0002084355,2.209576e-7,0.0004241376,0.02223483,0.001585786,0.6914595,0.01750006,0.2576683],"study_design_scores_gemma":[0.0004196212,0.00005140303,0.009237811,0.000007368707,0.00004267793,6.109876e-8,0.001302988,0.9515761,0.003251737,0.02764173,0.006353572,0.0001149142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09958524,0.0000101411,0.8935928,0.000256481,0.0001108289,0.0001854663,0.00001660301,0.00001637242,0.006226015],"genre_scores_gemma":[0.9943978,5.710402e-7,0.004273096,0.0000162849,0.00008250843,0.00000281259,0.00001390135,0.000005741515,0.001207307],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9293413,"threshold_uncertainty_score":0.09999514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03285085418601309,"score_gpt":0.2829570982328745,"score_spread":0.2501062440468614,"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."}}