{"id":"W7025146390","doi":"","title":"Understanding how daylight-linked lighting systems actually perform in buildings","year":2000,"lang":"en","type":"article","venue":"NPARC","topic":"Historical Influence and Diplomacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Field (mathematics); Work (physics); Key (lock); Process (computing)","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":[],"category_scores_codex":[0.000689161,0.0001100531,0.0001855789,0.0001038851,0.0005944758,0.0002182152,0.0002704618,0.0001340688,0.00115984],"category_scores_gemma":[0.00017265,0.0001034352,0.00005312614,0.0004842124,0.0001263763,0.000509483,0.00001618438,0.0001939936,0.000143323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009596242,"about_ca_system_score_gemma":0.0001369428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006067946,"about_ca_topic_score_gemma":0.0003044728,"domain_scores_codex":[0.9985492,0.00009312281,0.0001999362,0.0002405905,0.0004359533,0.0004812429],"domain_scores_gemma":[0.9994553,0.0001571642,0.00005653226,0.0001337311,0.0000319985,0.0001652855],"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":[0.00008301573,0.0001896814,0.01680934,0.00007708087,0.00003488657,0.0001233729,0.1656414,0.000167154,0.013599,0.7618465,0.02023199,0.02119658],"study_design_scores_gemma":[0.0009400459,0.0001131011,0.0008806458,0.0003047209,0.00002344461,0.000004366857,0.03175302,0.001339248,0.0002050534,0.0253886,0.9382963,0.0007515197],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5124514,0.00007318622,0.0001307768,0.002061418,0.0002066913,0.0001674926,9.845165e-7,0.0001061903,0.4848018],"genre_scores_gemma":[0.9941742,0.0001104382,0.0002787346,0.0001566613,0.0003132079,0.0000131695,0.000001016814,0.00001130907,0.004941309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9180642,"threshold_uncertainty_score":0.9997532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09823660649351894,"score_gpt":0.3085389985816928,"score_spread":0.2103023920881739,"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."}}