{"id":"W4415298188","doi":"10.48550/arxiv.2507.00941","title":"Seeing is not believing in limited visibility cops and robbers","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Agence Nationale de la Recherche","keywords":"Visibility; Probabilistic logic; Key (lock); Variety (cybernetics)","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":[0.002053248,0.001513182,0.002331295,0.0009469128,0.002953839,0.0037894,0.004294736,0.005077242,0.01130816],"category_scores_gemma":[0.02651703,0.001386216,0.002313214,0.0009714688,0.005933608,0.01181728,0.007062859,0.005182837,0.001127898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001896324,"about_ca_system_score_gemma":0.0009312787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009309749,"about_ca_topic_score_gemma":0.005991451,"domain_scores_codex":[0.9964886,0.0009056035,0.0001589428,0.001107105,0.0006231546,0.0007166346],"domain_scores_gemma":[0.9774392,0.01481887,0.002465228,0.002399435,0.00096997,0.001907238],"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":[0.0008401536,0.0001819728,0.004163614,0.000627743,0.0002185584,0.002090805,0.002140973,0.1404196,0.003574613,0.8213148,0.007840841,0.01658639],"study_design_scores_gemma":[0.0001033484,0.0001673171,0.001235813,0.00008704422,0.0000808017,0.0007308463,0.0007377229,0.3043967,0.001166472,0.6862047,0.005013072,0.00007620217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.249661,0.001349495,0.7051964,0.007668669,0.0001777327,0.0001373577,0.0008384126,0.0006604712,0.03431051],"genre_scores_gemma":[0.9263793,0.0006788975,0.05945631,0.0008203504,0.0002362778,0.000183287,0.0007875161,0.000270248,0.01118771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01130816,"threshold_uncertainty_score":0.03782958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05733062945427878,"score_gpt":0.2611447162994082,"score_spread":0.2038140868451294,"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."}}