{"id":"W7015796705","doi":"","title":"Tubular daylighting devices an alternative to skylights","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"Chemical and Physical Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Doors; Work (physics); Frame (networking)","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":[],"consensus_categories":[],"category_scores_codex":[0.00003533095,0.00009206364,0.00008659204,0.000008231842,0.0000591745,0.000007923437,0.0001566521,0.0000375967,0.00008091309],"category_scores_gemma":[0.00001990533,0.00007127911,0.00003887141,0.00004172028,0.00002961453,0.000002750875,0.000124939,0.00003860987,0.00004361231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004063938,"about_ca_system_score_gemma":0.000005203214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002967848,"about_ca_topic_score_gemma":0.00002125598,"domain_scores_codex":[0.9994357,0.00001581804,0.00008226974,0.0002367418,0.00007206012,0.0001573766],"domain_scores_gemma":[0.9996749,0.000004830013,0.00002205124,0.0001514344,0.00004306335,0.0001037603],"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":[0.00003541635,0.00006836959,0.0007220235,0.00000413318,0.00003323027,0.000002299422,0.000392372,4.699846e-7,0.9945179,0.000942917,0.0006712392,0.002609682],"study_design_scores_gemma":[0.00009498603,0.0001868133,0.001568776,0.000006218856,0.000007265084,0.000001047231,0.00003767346,0.000009591201,0.9617383,0.004445855,0.03177523,0.0001282658],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536217,0.00003584263,0.0002305111,0.0001008023,0.00005202627,0.00005980078,0.000005830691,0.00001119046,0.04588224],"genre_scores_gemma":[0.9966955,0.000008766739,0.002218577,0.0004528365,0.0003401973,0.00001290591,0.00001543103,0.000008645156,0.0002471078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04563513,"threshold_uncertainty_score":0.2906677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02471913699182992,"score_gpt":0.2548967943905837,"score_spread":0.2301776573987538,"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."}}