{"id":"W4234471476","doi":"10.1177/147709380603800412","title":"Comment 2","year":2006,"lang":"en","type":"article","venue":"Lighting Research & Technology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Medicine","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":[],"category_scores_codex":[0.002180528,0.0001630402,0.0002269026,0.001986372,0.0005385035,0.00007364766,0.0009726755,0.0003261063,0.0001805071],"category_scores_gemma":[0.0008003191,0.0001527871,0.00004907639,0.003177251,0.0008358544,0.00008487281,0.0008001646,0.00132516,0.008774496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004080697,"about_ca_system_score_gemma":0.00007136189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005511465,"about_ca_topic_score_gemma":0.0001373706,"domain_scores_codex":[0.9965771,0.0002404963,0.0003366177,0.0005273316,0.000844784,0.001473647],"domain_scores_gemma":[0.9981945,0.0003345696,0.00007045546,0.0009424767,0.0003847417,0.00007327987],"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":[0.00002416648,0.000357421,0.01630518,0.00001519221,0.0000234411,0.0001815596,0.00006005429,0.00001330748,0.1442439,0.4190549,0.4141756,0.005545311],"study_design_scores_gemma":[0.0004510756,0.0001779465,0.0009709626,0.00003986428,0.000003354751,0.00003834771,0.0002348374,0.0001681481,0.2412193,0.09821817,0.6582934,0.000184642],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.71635,0.001400926,0.0002569375,0.1657721,0.000161857,0.0009691962,0.00002954962,0.00486584,0.1101936],"genre_scores_gemma":[0.9953171,0.000004753402,0.002536912,0.00009185258,0.0001788107,0.000134817,0.00001797714,0.00008650646,0.001631296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3208368,"threshold_uncertainty_score":0.9919973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04491194331233295,"score_gpt":0.3755034096734765,"score_spread":0.3305914663611435,"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."}}