{"id":"W7034421036","doi":"","title":"Theme and Permutation","year":2012,"lang":"en","type":"article","venue":"Digital Commons - RISD (Rhode Island School of Design)","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Offset (computer science); Theme (computing); Offset printing; Cover (algebra); Permutation (music)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003784632,0.0001641549,0.0001997648,0.00004475671,0.00011924,0.00006294608,0.0001483497,0.00007208106,0.001137623],"category_scores_gemma":[0.00006565316,0.0001336802,0.00004817524,0.00009960029,0.0001615634,0.00118553,0.0001081579,0.000138328,0.0005990778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000804239,"about_ca_system_score_gemma":0.00001101127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004988681,"about_ca_topic_score_gemma":0.00001331625,"domain_scores_codex":[0.998794,0.00006646154,0.0002567547,0.0001612616,0.0002924795,0.0004290445],"domain_scores_gemma":[0.9991869,0.0001358766,0.0001140611,0.0002180196,0.00000369491,0.0003414047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005544999,0.0001727377,0.9908097,0.000009198167,0.00001289534,0.000001347232,0.000716835,0.00003562148,0.001187168,0.00008954171,0.003676643,0.003232909],"study_design_scores_gemma":[0.0005632216,0.0002396926,0.9915562,0.00001477118,0.00002262909,0.0000202999,0.0002158224,0.0001756934,0.001023147,0.001933886,0.003979559,0.0002550677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9447342,0.0002222734,0.005039644,0.0002061265,0.00005175721,0.0002399122,0.00002772465,0.00002808205,0.0494503],"genre_scores_gemma":[0.9978787,0.0000359276,0.001115017,0.00009912511,0.00004732855,0.000007860229,0.00001624182,0.00001742018,0.0007824313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05314447,"threshold_uncertainty_score":0.9997755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02803629786989857,"score_gpt":0.2551232782961391,"score_spread":0.2270869804262405,"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."}}