{"id":"W7105673157","doi":"10.1108/979-8-88730-192-120251021","title":"Pushing Boundaries and Balance","year":2023,"lang":"en","type":"book-chapter","venue":"Breakthrough","topic":"Earth Systems and Cosmic Evolution","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001826673,0.0002315289,0.000298124,0.00005675013,0.0003345438,0.000256318,0.0001226182,0.0002234376,0.0008913465],"category_scores_gemma":[0.00001665678,0.0002078426,0.00006497757,0.00003127446,0.0002475376,0.0001864143,0.00002048086,0.0002387174,0.001759041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004630184,"about_ca_system_score_gemma":0.00008433282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004105163,"about_ca_topic_score_gemma":0.009926165,"domain_scores_codex":[0.9988411,0.00001385905,0.0002550117,0.0003669981,0.0002745697,0.0002484426],"domain_scores_gemma":[0.9994452,0.00008624535,0.0001404735,0.0002140559,0.00003245441,0.00008155524],"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":[0.00009241152,0.000008435172,0.07319859,0.0008725307,0.0003810977,0.0004077688,0.001625757,0.0001271595,0.000005451565,0.4254992,0.1973014,0.3004802],"study_design_scores_gemma":[0.0001184073,0.00004853266,0.04616348,0.0002597162,0.00002454421,0.00007542771,0.00002877146,0.0002691271,3.467986e-7,0.05529768,0.8974009,0.0003130454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007515857,0.006459002,0.00005128041,0.0005170607,0.001668004,0.0002257462,0.0003636178,0.0002353346,0.9897284],"genre_scores_gemma":[0.05638834,0.001369282,0.0002554214,0.0003328784,0.0008232502,0.000001346902,0.0003958947,0.00002678857,0.9404068],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7000995,"threshold_uncertainty_score":0.9990182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179280882093172,"score_gpt":0.201361330698439,"score_spread":0.1795685218775073,"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."}}