{"id":"W2341028857","doi":"10.1371/journal.pone.0153254","title":"Summer Epiphytic Diatoms from Terra Nova Bay and Cape Evans (Ross Sea, Antarctica) - A Synthesis and Final Conclusions","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Antarctic Survey; Consiglio Nazionale delle Ricerche; Seconda Università degli Studi di Napoli; Natural Environment Research Council; Sight Research UK; Università degli Studi di Napoli Federico II","keywords":"Bay; Cape; Oceanography; Nova (rocket); Epiphyte; Nova scotia; Geography; Ecology; Geology; Biology; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001627735,0.0001052015,0.0001857849,0.00002520489,0.0001753839,0.000028068,0.0001289503,0.00006305496,0.009462041],"category_scores_gemma":[0.0003588816,0.00007399673,0.00001992335,0.00006092499,0.0005109507,0.0001447901,0.0003980257,0.00009869627,0.0006856761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008233718,"about_ca_system_score_gemma":0.00001371527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001330252,"about_ca_topic_score_gemma":0.002525298,"domain_scores_codex":[0.9988517,0.00007394004,0.0001114877,0.0003142725,0.0002450925,0.00040357],"domain_scores_gemma":[0.9989613,0.0005488134,0.00002702902,0.0001939749,0.000005478737,0.0002634516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005315925,0.0003489071,0.8113852,0.000009074032,0.00008692237,0.00002727378,0.0002110907,1.006131e-7,0.1779534,0.00001048293,0.0003299514,0.009584432],"study_design_scores_gemma":[0.0006748955,0.0001662753,0.9773189,0.00008742989,0.00009143531,0.000006738284,0.00004859049,0.0003674832,0.01985375,0.0004340461,0.0007385628,0.0002118959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959494,0.000143991,0.00003156578,0.00212377,0.00001631357,0.0001568616,0.0001703161,0.00001827755,0.001389495],"genre_scores_gemma":[0.9984775,0.000292567,0.0005907077,0.0002287482,0.0000377146,0.00002478483,0.000002829807,0.00001163675,0.0003335735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1659337,"threshold_uncertainty_score":0.9914435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06398221504752773,"score_gpt":0.2542025150095034,"score_spread":0.1902202999619757,"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."}}