{"id":"W4384157336","doi":"10.1016/j.jocs.2023.102102","title":"The computational planet","year":2023,"lang":"en","type":"article","venue":"Journal of Computational Science","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"International Council for Canadian Studies","keywords":"Planet; Computer science; Astrobiology; Astronomy; Biology; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.001567854,0.00008772375,0.0001058571,0.000264462,0.0005736036,0.0003305118,0.001699531,0.00001575669,0.000007860309],"category_scores_gemma":[0.0001010059,0.00006165189,0.00006083402,0.001704954,0.0003341893,0.0007121135,0.0002219882,0.0001476392,0.0001584837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001110977,"about_ca_system_score_gemma":0.0012327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002928683,"about_ca_topic_score_gemma":5.462916e-7,"domain_scores_codex":[0.9978794,0.00004039339,0.0004367082,0.0001787683,0.001218362,0.0002463999],"domain_scores_gemma":[0.9970944,0.001383751,0.0003713933,0.00017862,0.0008266911,0.0001451374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002307149,0.00001466588,0.00003722256,8.184529e-7,0.000006413276,0.000003159366,0.0001069367,0.4789563,0.00003862929,0.497276,0.01279167,0.01076585],"study_design_scores_gemma":[0.0001236254,0.00003331308,0.02499407,0.000003901739,0.000001559348,0.00007768355,0.00001461717,0.5081992,0.000007261191,0.4371777,0.02930717,0.00005986394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02011096,0.0001368241,0.9640475,0.01179911,0.001230145,0.0001362438,0.00000715294,0.0001098319,0.002422218],"genre_scores_gemma":[0.9564025,0.00001454669,0.04287125,0.000436099,0.0001730941,0.000003719009,0.000009789956,0.000005168738,0.00008381965],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9362916,"threshold_uncertainty_score":0.4411753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01829534213741549,"score_gpt":0.2943474346308674,"score_spread":0.2760520924934519,"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."}}