{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001517491,0.00003446604,0.00003691683,0.000007015122,0.00003696393,0.00001227662,0.0000465207,0.000005373364,0.001688622],"category_scores_gemma":[1.337984e-7,0.0000287326,0.00002654609,0.00004393157,0.000004774132,0.00002651011,0.000004555114,0.00002744875,0.00009740628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000022522,"about_ca_system_score_gemma":0.000006958085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001752115,"about_ca_topic_score_gemma":3.826663e-7,"domain_scores_codex":[0.9997781,0.000001623914,0.00004783421,0.00006508623,0.00002902948,0.00007831123],"domain_scores_gemma":[0.9998507,0.000003699315,0.00001150307,0.00009727827,0.000007528001,0.00002925956],"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":[9.524486e-7,0.0001017756,0.0007057628,2.723808e-7,0.000005038901,1.005676e-7,0.00004157582,0.000006253552,0.01787801,0.8316405,0.006056379,0.1435634],"study_design_scores_gemma":[0.0006335657,0.00006699029,0.02373208,0.000005978824,0.0000135815,8.83579e-7,0.0003053632,0.001628543,0.06780251,0.3956265,0.5098234,0.0003605348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2551553,0.00001367589,0.0129559,0.001132626,0.00001496839,0.0000796759,0.000005542801,0.00004492652,0.7305974],"genre_scores_gemma":[0.9974682,4.273706e-7,0.0003004856,0.0001732419,0.00007900818,0.000006206431,0.000007416925,0.000001651184,0.001963321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7423129,"threshold_uncertainty_score":0.9992239,"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."}}