{"id":"W7132229893","doi":"","title":"3 decades of scientific advancement to the North American roofing community","year":2024,"lang":"en","type":"article","venue":"NPARC","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Roof; Work (physics); Field (mathematics); Building code; Code (set theory)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001668937,0.00007048291,0.0001209669,0.00008270438,0.0001056774,0.0001153802,0.0002723229,0.000005573556,0.00007749775],"category_scores_gemma":[0.00001300756,0.00004746352,0.00003987801,0.0005166583,0.0000652629,0.00004991467,0.00007402818,0.00008346005,0.00003654703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003169623,"about_ca_system_score_gemma":0.000005089365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003467265,"about_ca_topic_score_gemma":0.0002423692,"domain_scores_codex":[0.999482,0.00003867085,0.0001447527,0.00007138267,0.0001440866,0.0001190579],"domain_scores_gemma":[0.9995862,0.00006437166,0.00001368684,0.0002801161,0.00002394296,0.0000316897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005239147,0.000005657821,0.001005165,0.0001069759,0.000100267,0.000001324122,0.001261438,0.04381163,0.8648763,0.0004728927,0.001752441,0.08660068],"study_design_scores_gemma":[0.0001120329,0.00009790924,0.07975527,0.0001864074,0.0001428805,0.00000672772,0.0004947888,0.03543577,0.7621812,0.001689579,0.1194164,0.0004810524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997318,0.00008330597,0.0009153178,0.0003000728,0.0003505806,0.00006875056,0.0000153972,0.0001022237,0.0008462993],"genre_scores_gemma":[0.9979182,0.00000673619,0.001939773,0.00002255094,0.00004220317,0.000008205662,0.00000717772,0.000009822963,0.00004529322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1176639,"threshold_uncertainty_score":0.1935506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0127537247153406,"score_gpt":0.2491242874436213,"score_spread":0.2363705627282807,"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."}}