{"id":"W4404938787","doi":"10.1386/public_00223_1","title":"On Comparisons in Map Art","year":2024,"lang":"en","type":"article","venue":"Public","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0131311,0.0006255807,0.0006542722,0.01541203,0.01295993,0.01900575,0.002216093,0.001890139,0.02730348],"category_scores_gemma":[0.04900193,0.0002898125,0.00040604,0.01977899,0.03737108,0.02502566,0.009801511,0.003278095,0.001745421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01378594,"about_ca_system_score_gemma":0.005177156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02950246,"about_ca_topic_score_gemma":0.04770548,"domain_scores_codex":[0.980163,0.01237055,0.0006654919,0.001502478,0.004219553,0.001078899],"domain_scores_gemma":[0.979766,0.0117494,0.00075607,0.003238097,0.004005217,0.0004853736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004162094,0.00001044715,0.0007264621,0.0001400288,0.00001037693,0.00004062753,0.03579585,0.0001377895,0.00004255691,0.9027963,0.01717298,0.04308495],"study_design_scores_gemma":[0.00001305288,0.0000362483,0.006435912,0.0009770977,0.00001434959,0.0001306475,0.08918034,0.0002240532,0.0002037893,0.3581395,0.544624,0.00002096906],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01522924,0.01226937,0.005415939,0.01767171,0.001291643,0.00004490573,0.0002993525,0.00009062127,0.9476872],"genre_scores_gemma":[0.9151556,0.0147556,0.008389797,0.003075885,0.001488131,0.0002959674,0.000711499,0.0007317715,0.05539579],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02950246,"threshold_uncertainty_score":0.1000245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05023477897193989,"score_gpt":0.326742831340239,"score_spread":0.2765080523682991,"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."}}