{"id":"W2891127668","doi":"10.1080/00393630.2018.1504457","title":"Conservation Heating 24 Years On","year":2018,"lang":"en","type":"article","venue":"Studies in Conservation","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Art; Archaeology; Materials 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":[],"consensus_categories":[],"category_scores_codex":[0.0004148899,0.000156679,0.0002338027,0.0001813422,0.0004348339,0.00006327335,0.0001004472,0.00004015335,0.0002078966],"category_scores_gemma":[0.0004748302,0.0001499229,0.00004486703,0.0001459901,0.0006893651,0.0002109228,0.00006891325,0.0001232178,0.00008496601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001102786,"about_ca_system_score_gemma":0.00003252961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009437217,"about_ca_topic_score_gemma":0.01127132,"domain_scores_codex":[0.9988501,0.00006501742,0.000410398,0.0002591604,0.0002018873,0.000213438],"domain_scores_gemma":[0.998843,0.0003304865,0.0001389357,0.0001970111,0.0004717543,0.00001885523],"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":[0.0001312434,0.000108524,0.04563958,0.00008328613,0.0001262818,0.00001017674,0.08119775,0.000002424507,0.00008892427,0.5999496,0.2613857,0.01127651],"study_design_scores_gemma":[0.0009377653,0.0006733715,0.03736721,0.0005219094,0.00002958708,0.000002125607,0.02636172,0.001098573,0.0004805067,0.03174234,0.9002651,0.000519815],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9366948,0.0003476431,0.00004849085,0.01202361,0.001849261,0.0004270614,0.00001370324,0.000275346,0.04832008],"genre_scores_gemma":[0.9838845,0.0001900718,0.0004970145,0.009919197,0.0007538915,0.0001255759,0.00001424806,0.00001968956,0.004595876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6388794,"threshold_uncertainty_score":0.6289663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2051505863591,"score_gpt":0.352830573178813,"score_spread":0.147679986819713,"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."}}