{"id":"W2256495515","doi":"10.1371/journal.pone.0147700","title":"A Submersible, Off-Axis Holographic Microscope for Detection of Microbial Motility and Morphology in Aqueous and Icy Environments","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; California Institute of Technology; University of Washington; Gordon and Betty Moore Foundation","keywords":"Motility; Astrobiology; Desiccation; Icy moon; Biology; Biophysics; Cell biology; Physics; Ecology; Planet; Astronomy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003720444,0.0002709934,0.0001612145,0.0005944927,0.0003170185,0.0003465934,0.0004352756,0.0003900809,0.00192341],"category_scores_gemma":[0.0003310172,0.0002104337,0.0001550295,0.0003100549,0.0004865326,0.0005017704,0.0004870493,0.000442102,0.0003138587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004940583,"about_ca_system_score_gemma":0.0007272589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001764219,"about_ca_topic_score_gemma":0.005924424,"domain_scores_codex":[0.9998773,0.00001787651,0.000009289952,0.00003102302,0.0000475879,0.00001694669],"domain_scores_gemma":[0.9997229,0.0001088332,0.00004474368,0.00004711586,0.0000248081,0.00005169116],"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":[0.00003663863,0.00001941192,0.001076751,0.00006150022,0.000003542288,0.00003309021,0.00002798838,0.00008094012,0.9868499,0.0004943667,0.0002866302,0.01102936],"study_design_scores_gemma":[0.00004245569,0.0004470446,0.02134402,0.00003312832,0.00003260102,0.0008191642,0.0001387592,0.006309329,0.9592069,0.0004037518,0.01118581,0.00003697169],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7919607,0.002979245,0.1879263,0.0007881703,0.0002028926,0.0004048449,0.002071712,0.001307492,0.01235849],"genre_scores_gemma":[0.605841,0.00132621,0.3854426,0.0003354006,0.0000377829,0.0002013506,0.0006498556,0.00006289346,0.006102928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00192341,"threshold_uncertainty_score":0.006434441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972830876369999,"score_gpt":0.2128341617688069,"score_spread":0.1931058530051069,"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."}}