{"id":"W4377250026","doi":"10.1145/3550470.3558453","title":"Land Enough","year":2022,"lang":"en","type":"article","venue":"","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"","keywords":"Fungibility; Diversity (politics); Fragility; Energy (signal processing); Computer science; Sociology; Business; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006180771,0.0003029052,0.0002220066,0.000412755,0.003330571,0.004063398,0.0004536607,0.001416357,0.102895],"category_scores_gemma":[0.002330657,0.0001326616,0.0002487833,0.0004029396,0.00239092,0.004953922,0.002920821,0.001495175,0.02009987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001064818,"about_ca_system_score_gemma":0.001041884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002765929,"about_ca_topic_score_gemma":0.008657383,"domain_scores_codex":[0.9994165,0.0001477384,0.00002134825,0.0000911431,0.0001788224,0.0001445175],"domain_scores_gemma":[0.9991816,0.0001339947,0.00004288189,0.0001235831,0.000275465,0.0002424252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001143465,0.00007508158,0.002529351,0.0001989942,0.00001211876,0.0007150574,0.02075218,0.0001938631,0.003348381,0.3948819,0.4579397,0.1192391],"study_design_scores_gemma":[0.000001920979,0.00001407508,0.0002435343,0.00002202911,0.00000144115,0.0001221226,0.002594332,0.0000265177,0.0001967806,0.004530863,0.9922413,0.000005065173],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01787281,0.001315243,0.004851772,0.02475826,0.003243878,0.00006104825,0.0003858118,0.0003943348,0.9471169],"genre_scores_gemma":[0.1931668,0.001022853,0.002280398,0.01127396,0.0003833621,0.00005021008,0.0002969398,0.0003688608,0.7911566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.102895,"threshold_uncertainty_score":0.3442183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400977833469861,"score_gpt":0.2430657411341514,"score_spread":0.2290559627994528,"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."}}