{"id":"W4399058481","doi":"10.1007/978-3-031-54306-7_1","title":"Geomicrobiology: Present Approaches and Future Directions","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geomicrobiology; Computer science; Earth science; Geology; Paleontology; Microbial ecology","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":[0.00002845588,0.0001917779,0.0001596455,0.00009479574,0.00004182376,0.00005100527,0.00004422259,0.0002642275,0.0001926491],"category_scores_gemma":[4.014568e-7,0.0001539911,0.00004586489,0.00001294602,0.00003064688,0.00002497235,0.00003655318,0.0003334994,0.00009618604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002259965,"about_ca_system_score_gemma":0.0000048247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002775687,"about_ca_topic_score_gemma":0.000008889952,"domain_scores_codex":[0.9995637,0.000001019368,0.0001047786,0.0001894056,0.0000285772,0.0001125051],"domain_scores_gemma":[0.9998408,0.00001025655,0.000009765124,0.00009535174,0.000005660554,0.00003815561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005285168,0.000009735574,0.000005765276,0.002980858,0.001051221,0.0000350619,0.0008103551,0.001504202,0.0005336718,0.5427867,0.172543,0.2777341],"study_design_scores_gemma":[0.00002472975,0.000004759944,0.000001498579,0.00007596276,0.00004373378,0.0000321008,0.00001300642,0.001457699,0.00002837557,0.004258526,0.9938691,0.0001904596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008102247,0.03085035,0.00002775394,0.0002434147,0.000725978,0.00006523602,0.00002332853,0.0005102057,0.9674727],"genre_scores_gemma":[0.001088664,0.002816405,0.0002453265,0.00001043833,0.001615988,0.000006485782,0.0000390746,0.00006251936,0.9941151],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8213261,"threshold_uncertainty_score":0.6279573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02230981505958818,"score_gpt":0.1989309997132228,"score_spread":0.1766211846536346,"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."}}