{"id":"W4248462777","doi":"10.4018/9781599043012.ch011","title":"What Can Cave Walls Teach Us?","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Karst Systems and Hydrogeology","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cave; Geology; Archaeology; Computer science; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001607121,0.000472141,0.00061305,0.000069636,0.0001424825,0.0001244595,0.0004277099,0.0006623367,0.003481928],"category_scores_gemma":[0.000004983564,0.0004019382,0.0002851278,0.00001128606,0.0001892762,0.00009754353,0.00003958035,0.0003526333,0.003160557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002860738,"about_ca_system_score_gemma":0.000164763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02085535,"about_ca_topic_score_gemma":0.06422234,"domain_scores_codex":[0.9980531,0.00003661086,0.000426714,0.0005958341,0.000337385,0.0005503509],"domain_scores_gemma":[0.9988495,0.00002888044,0.0002325786,0.0005121696,0.00005784176,0.0003190772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000506983,0.000006464734,0.02360497,0.00007365176,0.0003150439,0.0005683278,0.0005133991,0.00001255057,7.668053e-7,0.945902,0.007984646,0.02096746],"study_design_scores_gemma":[0.0004448423,0.0004234659,0.01029349,0.0004169889,0.000206206,0.0006006042,0.00007285218,0.00005147932,0.000006893304,0.369663,0.6165057,0.001314369],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003423013,0.002540786,0.000002599598,0.0000364198,0.00271937,0.0003325151,0.0004389064,0.000132657,0.9903737],"genre_scores_gemma":[0.5425223,0.00006581638,0.00006290256,0.001102692,0.0006694507,0.000002028971,0.00007798215,0.00001830204,0.4554785],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6085211,"threshold_uncertainty_score":0.9998432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01995553435244784,"score_gpt":0.2079524688752153,"score_spread":0.1879969345227675,"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."}}