{"id":"W2088709172","doi":"10.1089/ast.2007.0043","title":"Fluorescence Microscopy as a Tool for <i>In Situ</i> Life Detection","year":2008,"lang":"en","type":"article","venue":"Astrobiology","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Autofluorescence; Context (archaeology); Microscopy; Fluorescence; Fluorescence microscope; Astrobiology; Nanotechnology; Extant taxon; In situ; Microscope; Chemistry; Materials science; Biology; Optics; Physics; Evolutionary biology; Paleontology","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":[0.00006710707,0.00007062446,0.0001000421,0.00003687256,0.00009127083,0.000006544444,0.00008089745,0.00003099118,0.00002550173],"category_scores_gemma":[0.000008634212,0.00006633806,0.00003284588,0.00007950873,0.00005329402,0.0001462623,0.00001072852,0.00006140685,0.0002638044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007299305,"about_ca_system_score_gemma":0.00005193328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009252882,"about_ca_topic_score_gemma":0.00003155946,"domain_scores_codex":[0.9994473,0.0000218822,0.0001231823,0.0001749984,0.00002405776,0.0002085158],"domain_scores_gemma":[0.9997926,0.00003614486,0.0000395548,0.00008421224,0.00001680418,0.00003069112],"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":[0.00007030924,0.00003915802,0.08264948,0.000001635156,0.000006971042,0.000001050182,0.0001447502,0.0001447277,0.9125925,0.0003696465,0.0007540786,0.003225734],"study_design_scores_gemma":[0.003583704,0.00161893,0.1508594,0.00002860476,0.00002408242,0.00004670147,0.0006382516,0.00201109,0.8082437,0.004887484,0.02724247,0.0008155475],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859607,0.000008137185,0.01332197,0.0001093355,0.0001744351,0.0001656587,0.00001701959,0.00001258909,0.0002301605],"genre_scores_gemma":[0.9978619,0.0000020933,0.001503626,0.0001358035,0.0001405697,0.00003780183,0.0002254413,0.000003274953,0.00008945927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1043488,"threshold_uncertainty_score":0.339076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01166131362269039,"score_gpt":0.2307086508284804,"score_spread":0.21904733720579,"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."}}