{"id":"W4385397569","doi":"10.18733/cpi29688","title":"Erosion","year":2023,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural (archaeology); Erosion; Sculpture; Geology; Art; Geomorphology; Visual arts; Paleontology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001068935,0.00009175256,0.00007432002,0.000007124699,0.0001928289,0.0000236145,0.00008269837,0.00008709614,0.001507047],"category_scores_gemma":[0.0000168661,0.00005799811,0.00003382034,0.0001285727,0.0004773136,0.0001755368,0.0002626771,0.0001473302,0.00364693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001642671,"about_ca_system_score_gemma":5.874183e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000225191,"about_ca_topic_score_gemma":0.000003297076,"domain_scores_codex":[0.9993144,0.00002552354,0.00009038271,0.0002170881,0.000172714,0.0001798428],"domain_scores_gemma":[0.9997574,0.00003200861,0.00001639141,0.00007934867,0.00000120705,0.0001136096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001664192,0.0003385497,0.2327602,0.00008766199,0.00003240767,0.0001971772,0.04054911,0.001379961,0.4506743,0.01951452,0.1913656,0.06293411],"study_design_scores_gemma":[0.0004805613,0.0002325672,0.7813756,0.00002324114,0.00001706191,0.00003703549,0.003765138,0.0003940223,0.00176234,0.03211273,0.1792478,0.0005519887],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867418,0.00004436707,0.000007761848,0.001909693,0.0001364721,0.00005531443,0.000002301757,0.00009826262,0.01100404],"genre_scores_gemma":[0.9950074,0.0003591035,0.00006273525,0.0007420351,0.0001541724,0.000006309399,0.00002059924,0.000004580572,0.003643076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5486154,"threshold_uncertainty_score":0.9994057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6680251077476559,"score_gpt":0.4496715305553798,"score_spread":0.2183535771922761,"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."}}