{"id":"W3216831451","doi":"10.1111/1751-7915.13976","title":"The darkest microbiome—a post‐human biosphere","year":2021,"lang":"en","type":"article","venue":"Microbial Biotechnology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Directorate for Biological Sciences; Queen's University; Queen's University Belfast","keywords":"Biosphere; Scope (computer science); Transformative learning; Environmental ethics; Engineering ethics; Humanity; Political science; Creativity; Biotechnology; Biology; Ecology; Sociology; Computer science; Engineering; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000256428,0.0002294213,0.0002459353,0.00003205179,0.001398503,0.00004503132,0.001009622,0.0006599882,0.00856563],"category_scores_gemma":[0.00009578725,0.0001885361,0.0001208063,0.0005005771,0.001871843,0.00006537639,0.001453743,0.0007414917,0.002254564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258284,"about_ca_system_score_gemma":0.00004158222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004486449,"about_ca_topic_score_gemma":0.01442053,"domain_scores_codex":[0.9982578,0.0002863016,0.0003079124,0.0004596046,0.00005317092,0.0006352043],"domain_scores_gemma":[0.9987036,0.0001222757,0.0001057698,0.0009808192,0.00002881925,0.00005873159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001946364,0.00009776543,0.0002371089,0.000003230391,0.00002632927,0.00003111583,0.00005251249,0.000005935246,0.9479415,0.002104788,0.0463662,0.003114056],"study_design_scores_gemma":[0.0002848578,0.0001024453,0.001357034,0.000004527684,0.00001247044,0.000237637,0.000122852,0.0000023632,0.4605705,0.000938979,0.5361545,0.000211775],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781426,0.0002411076,0.00004529185,0.01484707,0.00050163,0.0001730188,0.00004197352,0.0001849403,0.005822422],"genre_scores_gemma":[0.9913769,0.0001504471,0.0009128721,0.002825069,0.00005799527,0.00001033862,0.0001866589,0.00003040583,0.004449352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4897883,"threshold_uncertainty_score":0.9999015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0044815076144404,"score_gpt":0.2040158428527023,"score_spread":0.1995343352382619,"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."}}