{"id":"W4416562028","doi":"","title":"Sparse DiSTATIS on categorical data","year":2023,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Sensory Analysis and Statistical Methods","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"","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":[],"consensus_categories":[],"category_scores_codex":[0.003664741,0.0001360816,0.0001923384,0.00002707711,0.0003572025,0.000162803,0.000875602,0.00007198107,0.0006714156],"category_scores_gemma":[0.00293347,0.00006368254,0.00007258056,0.0009019899,0.00011499,0.00009347002,0.0003481913,0.0001638549,0.0003694216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001789672,"about_ca_system_score_gemma":0.00001136301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000697091,"about_ca_topic_score_gemma":0.00157256,"domain_scores_codex":[0.9954104,0.003203585,0.0002591133,0.0005371947,0.0003091625,0.0002804729],"domain_scores_gemma":[0.9938605,0.004992029,0.0001002673,0.0005721771,0.0003097399,0.000165326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001608236,0.0003449193,0.002077446,0.000008979403,0.00003497622,0.00002363414,0.0004951004,0.00001015367,0.0170976,0.245477,0.01227381,0.7221403],"study_design_scores_gemma":[0.0006511391,0.000006169889,0.3840229,0.0002692373,0.0001152365,0.00001798791,0.0007560659,0.1176328,0.02473967,0.0458017,0.4248463,0.001140796],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8311224,0.0001694976,0.04345454,0.05535746,0.0002488838,0.0003763276,0.0008190262,0.0007287475,0.0677231],"genre_scores_gemma":[0.9791573,0.0001499486,0.01046853,0.0002116027,0.00004080016,0.00001150578,0.001757904,0.000002883599,0.008199526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7209995,"threshold_uncertainty_score":0.735153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07276981324992898,"score_gpt":0.2849996704299239,"score_spread":0.2122298571799949,"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."}}