{"id":"W4223984059","doi":"10.5194/amt-2022-52-rc1","title":"Comment on amt-2022-52","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"University at Buffalo; Nuclear Safety and Security Commission; Smithsonian Astrophysical Observatory; National Aeronautics and Space Administration; Earth Sciences Division; Smithsonian Institution","keywords":"Span (engineering); Scalable Vector Graphics; Tangent; Linear span; Physics; Mathematics; Combinatorics; Geometry; Computer science; Structural engineering; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003750519,0.0003607162,0.0005184397,0.00008235304,0.00003917045,0.000009086911,0.0005741392,0.0002182783,0.009020225],"category_scores_gemma":[0.00008737788,0.0003288263,0.0001457048,0.0002112893,0.00003058818,0.00001836008,0.0002523488,0.001273297,0.0002557259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005001402,"about_ca_system_score_gemma":0.000002819761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008175901,"about_ca_topic_score_gemma":0.000003348269,"domain_scores_codex":[0.9986891,0.00001001835,0.000284641,0.0003021714,0.0003889261,0.0003251409],"domain_scores_gemma":[0.9990345,0.0001157407,0.00004367826,0.0007388963,0.00001975559,0.00004745949],"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":[6.794833e-7,0.00001358159,8.546094e-8,0.001010421,0.00003607709,0.00001106318,0.000001249707,0.0005975575,0.0001512676,0.0005361786,0.9792761,0.01836576],"study_design_scores_gemma":[0.00006821954,0.00003005184,8.036317e-8,0.0004311594,0.00002814212,0.000002717503,0.000009494411,0.00007277133,0.006891618,0.0005177378,0.9915773,0.000370734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001652408,0.1547463,0.0005583658,0.3861485,0.00582148,0.001259197,0.0007826688,0.01164183,0.4390251],"genre_scores_gemma":[0.0002543195,0.284039,0.004734255,0.08964714,0.0005608756,0.001239833,0.003605598,0.0005931783,0.6153257],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2965014,"threshold_uncertainty_score":0.9999164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320932820037909,"score_gpt":0.2722637606336076,"score_spread":0.2490544324332285,"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."}}