{"id":"W4411617961","doi":"10.51847/lskiw01cfw","title":"10.51847/LsKiW01cfW","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermal insulation; Thermal; Materials science; Composite material; Architectural engineering; Structural engineering; Engineering; Physics; Meteorology","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":[0.00003301426,0.00009537157,0.00009515492,0.0000239978,0.0002077404,0.00009599062,0.0001403101,0.00001743754,0.9988392],"category_scores_gemma":[0.00000428614,0.00006669856,0.00004772461,0.00002459278,0.00007141302,0.00009924313,0.00001533514,0.0000557512,0.9838143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005840096,"about_ca_system_score_gemma":0.000006318619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000582159,"about_ca_topic_score_gemma":0.000004970735,"domain_scores_codex":[0.9994944,0.00001413977,0.00009979556,0.0001243916,0.00009869751,0.0001685968],"domain_scores_gemma":[0.9997622,0.00001539896,0.00001295719,0.0001134662,0.00002737373,0.0000686382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002425265,0.00001413045,3.639931e-8,0.000002334901,0.00001208137,0.000002359112,0.002168721,0.00003815101,0.00001190103,0.0002558449,0.1050198,0.8924505],"study_design_scores_gemma":[0.0000520485,0.00009794583,0.000005353307,0.000008552519,0.000008453427,0.000002131597,0.00002066873,0.000008911969,0.000009071897,0.00005085377,0.9996139,0.00012211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003682975,0.00006032132,3.552331e-8,0.0006246669,0.000003986247,0.00007962233,0.00001196918,0.0001140017,0.9954224],"genre_scores_gemma":[0.002156128,1.425369e-7,0.00001648199,0.0005195616,0.0004790836,0.000009757143,0.000008524845,0.000008576122,0.9968017],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8945941,"threshold_uncertainty_score":0.2719888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162177509847395,"score_gpt":0.1754296951148609,"score_spread":0.1638079200163869,"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."}}