{"id":"W2120062115","doi":"10.1145/1597990.1598001","title":"Karma Chameleon","year":2009,"lang":"en","type":"article","venue":"","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Concordia University","funders":"","keywords":"Karma; Textile; Photonics; LOOM; Materials science; Woven fabric; Yarn; Optics; Optoelectronics; Computer science; Physics; Artificial intelligence; Composite material; History","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004189674,0.0006357678,0.0002897821,0.000819216,0.001303987,0.001615138,0.0005176251,0.00121232,0.08761902],"category_scores_gemma":[0.001518939,0.0001662986,0.0001718651,0.0002611216,0.0005003731,0.001357381,0.001317632,0.001715978,0.04105838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009274583,"about_ca_system_score_gemma":0.0008698335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001433342,"about_ca_topic_score_gemma":0.00240278,"domain_scores_codex":[0.9993727,0.00005386836,0.00001640211,0.0001606368,0.0003201043,0.00007626069],"domain_scores_gemma":[0.9994904,0.00009344926,0.0000349277,0.00002529841,0.0001704118,0.0001855533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002444658,0.00007536784,0.0007341019,0.0004372712,0.00001281475,0.001135534,0.0003953426,0.0002848695,0.01160554,0.03900415,0.6571482,0.2889223],"study_design_scores_gemma":[0.000005909495,0.00003165673,0.0004004854,0.0000718807,0.000005192229,0.001324231,0.0001025835,0.0001579894,0.003036669,0.002558849,0.992286,0.00001855407],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01612722,0.05877074,0.0120775,0.09082114,0.0259484,0.000103301,0.0006125789,0.001593851,0.7939452],"genre_scores_gemma":[0.07281605,0.01733538,0.002875065,0.01160903,0.00235364,0.00005613156,0.0002100657,0.000237585,0.892507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08761902,"threshold_uncertainty_score":0.2931148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004878036686123033,"score_gpt":0.2459925373667175,"score_spread":0.2411145006805945,"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."}}