{"id":"W4391232726","doi":"10.1039/d3ra07020d","title":"Rapid deterioration in buried leather: archaeological implications","year":2024,"lang":"en","type":"article","venue":"RSC Advances","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Archaeology; History","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007224939,0.00007770818,0.0001144677,0.00005568905,0.00009044808,0.0001580472,0.00007407631,0.00001932806,0.003383952],"category_scores_gemma":[0.00001279678,0.00005352947,0.00004758288,0.00005514744,0.0001280893,0.0003505661,0.00002377091,0.0000486152,0.0001342044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002460217,"about_ca_system_score_gemma":0.000007164369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007139104,"about_ca_topic_score_gemma":0.002158837,"domain_scores_codex":[0.9994586,0.00002929838,0.0001677567,0.0001709615,0.00005797908,0.000115374],"domain_scores_gemma":[0.9998078,0.00003967149,0.00002155911,0.00008863209,0.00002336799,0.00001899264],"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":[0.00003318462,0.0000720534,0.0005304593,0.0001654879,0.00004645373,0.00002994313,0.03511997,0.00004995164,0.02406831,0.6960866,0.0007671244,0.2430305],"study_design_scores_gemma":[0.00005682048,0.00004560582,0.0008593007,0.00003135241,0.00001297515,0.00000247057,0.00138604,0.0001381478,0.0003494681,0.03217619,0.9648168,0.0001248075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957504,0.01315292,0.0002058167,0.004555726,0.0006030845,0.0002370268,0.00006780405,0.000319307,0.0233543],"genre_scores_gemma":[0.996372,0.0004494225,0.000197345,0.00006986567,0.0004259018,0.00005472866,0.00002647157,0.000007287736,0.002397002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9640497,"threshold_uncertainty_score":0.9975271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0507394859622028,"score_gpt":0.282176869665377,"score_spread":0.2314373837031742,"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."}}