{"id":"W2237707403","doi":"10.4271/2005-01-2878","title":"Advanced Integrated-Optic and MNT Technologies for the Infrared Spectral Monitoring of Spacecraft Vital Life-Support Systems and Remote Astronaut Health Diagnostics","year":2005,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Space Agency; Institut National de la Recherche Scientifique","funders":"Canadian Space Agency","keywords":"Spacecraft; Infrared; Remote sensing; Astrobiology; Computer science; Systems engineering; Engineering; Environmental science; Aerospace engineering; Astronomy; Physics; Geology","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.0005761061,0.0005544965,0.0007850395,0.0001935827,0.0002347663,0.0001111445,0.000440519,0.0004581365,0.00001319103],"category_scores_gemma":[0.0009262518,0.0004294207,0.0001689191,0.0003510491,0.0006639063,0.0003821404,0.0001785769,0.0008018286,0.000002644031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002612147,"about_ca_system_score_gemma":0.00009683357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001702558,"about_ca_topic_score_gemma":0.002624871,"domain_scores_codex":[0.9972998,0.00004710892,0.0009485454,0.000560677,0.0004789907,0.0006649166],"domain_scores_gemma":[0.9982049,0.0005504017,0.0001917302,0.0007261428,0.00009350033,0.0002332739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001805739,0.0001063691,0.00032091,0.0003209838,0.00009325345,0.000005740036,0.00007298089,0.0003578129,0.9332612,0.006742195,0.003572193,0.05496585],"study_design_scores_gemma":[0.002037406,0.004029065,0.8402299,0.001535417,0.000197901,0.0001744117,0.002501038,0.00004912997,0.005989237,0.001186002,0.1406662,0.001404218],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8786935,0.03942434,0.001601672,0.02610612,0.001670026,0.01292412,0.0006320071,0.02982922,0.009119013],"genre_scores_gemma":[0.9640228,0.006799033,0.02841422,0.0001496252,0.0001150136,0.0002936546,0.00001924229,0.00009618166,0.00009020121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9272719,"threshold_uncertainty_score":0.9998158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442997527077628,"score_gpt":0.2512225442684949,"score_spread":0.2367925689977187,"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."}}