{"id":"W6969193201","doi":"10.5284/1099369","title":"Walton Hall: Heritage Assessment","year":2019,"lang":"en","type":"article","venue":"Archaeology Data Service","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heritage College","funders":"","keywords":"Industrial heritage; Cultural heritage; Work (physics); World heritage","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":["insufficient_payload"],"category_scores_codex":[0.0002229908,0.000146433,0.0002098086,0.00004353556,0.00005968605,0.00001021032,0.001217442,0.0001082892,0.001745667],"category_scores_gemma":[0.000005911798,0.0001357093,0.00002384187,0.0001961197,0.00005358692,0.0002051216,0.001120451,0.0001606292,0.002459852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002066404,"about_ca_system_score_gemma":0.00005042792,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05576627,"about_ca_topic_score_gemma":0.03874146,"domain_scores_codex":[0.998695,0.00009672373,0.0002379358,0.0005129961,0.0001360589,0.000321307],"domain_scores_gemma":[0.9975926,0.00008838181,0.00008537721,0.002094227,0.00005688554,0.0000824769],"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":[0.00002098369,0.0001562376,0.02284779,0.0001441963,0.00015334,0.00001828029,0.0008756394,0.01069191,0.009051038,0.948971,0.0009473187,0.006122231],"study_design_scores_gemma":[0.0004973497,0.00003651171,0.0304679,0.00001654479,0.00001673243,0.00003220718,0.0003043227,0.03436716,0.00009256572,0.003460441,0.9304839,0.000224369],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8657221,0.000145256,0.001268472,0.01476444,0.0006120584,0.0004599921,0.000277383,0.0003098779,0.1164404],"genre_scores_gemma":[0.9878879,0.00002754305,0.003786853,0.003505965,0.0001199579,0.00005403489,0.002008266,0.00003404545,0.002575461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9455106,"threshold_uncertainty_score":0.9991668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02676024630641117,"score_gpt":0.2831300384929175,"score_spread":0.2563697921865064,"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."}}