{"id":"W1563422399","doi":"10.5772/36701","title":"The Use of ESEM in Geobiology","year":2012,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Planetary Science and Exploration","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nordic Life Science Pipeline (Canada)","funders":"Stockholms Universitet","keywords":"Biosphere; Geomicrobiology; Astrobiology; Ecology; Extraterrestrial life; Geobiology; Earth science; Biology; Microbial ecology; Geology; Paleontology; Volcanism; Regional geology","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":[0.00009569563,0.0001006473,0.0001386661,0.00004791006,0.00003374697,0.00001483774,0.0001506975,0.00007227545,0.00007538436],"category_scores_gemma":[0.000002163983,0.0000681789,0.00004958967,0.000005212647,0.00012034,0.00005781357,0.00004014489,0.0001951155,0.0001842445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007771106,"about_ca_system_score_gemma":0.00003195176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001392993,"about_ca_topic_score_gemma":0.0001067982,"domain_scores_codex":[0.9995014,0.000009506227,0.0001866968,0.0001016455,0.00006156589,0.0001391801],"domain_scores_gemma":[0.9995611,0.00009008825,0.0001138253,0.0001894648,0.00002427506,0.00002122389],"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":[0.00005925049,0.00002340224,0.003906868,0.00001203434,0.0001289136,0.000004253924,0.0007625969,0.00001177754,0.01210372,0.5314617,0.002326283,0.4491992],"study_design_scores_gemma":[0.00006323399,0.00003594884,0.00007782062,0.0000508587,0.00001080895,8.182307e-7,0.00002789902,0.00001954848,0.003796033,0.05620822,0.9395793,0.0001295087],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0097795,0.0002875827,0.001697848,0.0001489809,0.0007595383,0.0005787038,0.0002060347,0.00002967322,0.9865121],"genre_scores_gemma":[0.7790434,0.00001177681,0.00007335623,0.00003961653,0.0001935843,0.00001034436,0.0001833246,0.00001173188,0.2204329],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.937253,"threshold_uncertainty_score":0.2780255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05435925141892173,"score_gpt":0.2334738616882562,"score_spread":0.1791146102693345,"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."}}