{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006973701,0.0002645915,0.0003761597,0.00009064347,0.00015573,0.00009292187,0.0002715126,0.0002701101,0.0004486296],"category_scores_gemma":[0.0001690559,0.0002293865,0.00008329826,0.0002317061,0.00007613951,0.0001298484,0.0001430973,0.0007159819,0.00007439371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001552809,"about_ca_system_score_gemma":0.00007835891,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008596994,"about_ca_topic_score_gemma":0.009502576,"domain_scores_codex":[0.9982116,0.0002041756,0.0003595121,0.0006930628,0.0001820841,0.0003495215],"domain_scores_gemma":[0.9991169,0.0002558019,0.0001011143,0.0003708873,0.00004463007,0.0001106605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002314764,0.000008547761,0.9870591,0.0001618031,0.00001824351,0.00001417828,0.0008571114,0.0005489179,0.00002139362,0.00000108092,0.0001212987,0.01116516],"study_design_scores_gemma":[0.0001577611,0.00002090487,0.9950869,0.0003167072,0.00001508189,0.000002099212,0.0002178422,0.003034913,0.00008411474,0.00007019064,0.0007280895,0.0002654009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927915,0.001665072,0.000007034605,0.0004567129,0.0004877649,0.0002234282,0.000177831,0.00007813689,0.00411251],"genre_scores_gemma":[0.997197,0.0003455252,0.0002212352,0.0007980142,0.00006005914,0.000002208548,0.0001865421,0.000003680321,0.001185747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01089976,"threshold_uncertainty_score":0.9980049,"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."}}