{"id":"W4386045735","doi":"10.1002/dvg.23540","title":"Gretchen Lambert: taxonomist, explorer, and historian of the ascidian community. Active: 1968‐present","year":2023,"lang":"en","type":"letter","venue":"genesis","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art; Environmental ethics; Astrobiology; History; Biology; Philosophy","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":[0.0002303836,0.0002295889,0.0003059511,0.00004822041,0.0003118122,0.00001437362,0.000744773,0.0003839541,0.002791898],"category_scores_gemma":[0.00009688062,0.0001792507,0.0001322729,0.0001654544,0.0007365803,0.00007785661,0.001279383,0.0008859764,0.0002365145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002723353,"about_ca_system_score_gemma":0.00002786899,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008562858,"about_ca_topic_score_gemma":0.003994223,"domain_scores_codex":[0.9985602,0.000404014,0.0002240968,0.0002807942,0.0002361099,0.0002948016],"domain_scores_gemma":[0.9986495,0.0002942528,0.0002053215,0.0007936456,0.0000105582,0.00004673197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000668432,0.00001635349,0.02071231,0.0000470872,0.00004855905,0.00001131822,0.0009482162,0.000005060026,0.0001734829,0.000003162845,0.9757569,0.002270802],"study_design_scores_gemma":[0.00009366599,0.00002594071,0.1664917,0.00001095393,0.00004227335,0.000003970179,0.000156098,0.000002911514,0.0007890943,0.0001978012,0.8320258,0.0001597882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3815397,0.0002284075,0.00000403256,0.5549288,0.003170728,0.0008879872,0.0001889099,0.00009298344,0.05895844],"genre_scores_gemma":[0.1116665,0.001893714,0.0007090522,0.4492224,0.00878591,0.001028651,0.0004886742,0.0004276594,0.4257775],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3668191,"threshold_uncertainty_score":0.9981197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03416396240870218,"score_gpt":0.2130748401633495,"score_spread":0.1789108777546474,"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."}}