{"id":"W3093168999","doi":"10.1364/cleopr.2020.c6g_2","title":"Towards Integrated Astrophotonic Instruments for Exoplanet Biosignature Detection","year":2020,"lang":"en","type":"article","venue":"","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Herzberg Institute of Astrophysics; National Research Council Canada","funders":"","keywords":"Exoplanet; Remote sensing; Astrobiology; Optics; Space (punctuation); Environmental science; Physics; Astronomy; Aerospace engineering; Computer science; Planet; Geology; Engineering; Operating system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001706303,0.0001088353,0.00009620516,0.00001465925,0.00007323096,0.00002836108,0.000132867,0.0001153138,0.002382094],"category_scores_gemma":[0.0000199778,0.00009479158,0.0000498993,0.000132426,0.00001696612,0.00004383026,0.00001761197,0.0001639102,0.00004897807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004471352,"about_ca_system_score_gemma":0.0000401604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000386451,"about_ca_topic_score_gemma":0.00002433039,"domain_scores_codex":[0.999418,0.000003120581,0.000121332,0.0002277473,0.00007561834,0.0001541945],"domain_scores_gemma":[0.9996964,0.00001196078,0.00003694315,0.0001304365,0.00003026903,0.00009395123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009668763,0.00002611026,0.00009010571,0.00002895137,0.00002900828,3.242497e-7,0.00004863839,0.000006448031,0.9855695,0.0002419581,0.001674852,0.01218744],"study_design_scores_gemma":[0.00042512,0.0000538618,0.00004915314,0.00000454574,0.00001817443,0.00000211583,0.000161809,0.007938803,0.9298913,0.00008472837,0.06127178,0.00009856757],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8809578,0.00007345679,0.0844622,0.001821729,0.000131271,0.0004812372,0.0004384814,0.0007906433,0.03084319],"genre_scores_gemma":[0.9965837,0.000007224834,0.002041859,0.0004994713,0.0001019947,0.0001341814,0.0002453578,0.00001511161,0.0003710769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1156259,"threshold_uncertainty_score":0.9985299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264811039629986,"score_gpt":0.2389338302042548,"score_spread":0.226285719807955,"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."}}