{"id":"W4386862020","doi":"10.31234/osf.io/zjbtp","title":"It’s the Great Eigen-pumpkin, Charlie Brown!","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Principal (computer security); Principal component analysis; Task (project management); Art; Visual arts; Schematic; Perception; Artificial intelligence; Mathematics; Psychology; Computer science; Engineering; Sociology; Social science","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":["insufficient_payload"],"category_scores_codex":[0.0005194322,0.0003271419,0.0003276832,0.0001432504,0.0001474985,0.000121099,0.0007665413,0.0005357035,0.1634881],"category_scores_gemma":[0.0000364381,0.0002182916,0.0003095422,0.0001433095,0.0001097365,0.00001986478,0.0006319755,0.0008724107,0.08559196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007176246,"about_ca_system_score_gemma":0.00007767158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001049165,"about_ca_topic_score_gemma":0.0006311438,"domain_scores_codex":[0.9979111,0.0002596198,0.0003833484,0.000746303,0.0002839247,0.0004157204],"domain_scores_gemma":[0.997996,0.0002028898,0.0001178309,0.00149144,0.00008145759,0.0001104365],"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":[0.00004300224,0.00005083032,0.0003838706,0.00001701612,0.0001400531,0.00003795728,0.003267406,0.0000182886,0.00002551733,0.00632082,0.9816639,0.008031327],"study_design_scores_gemma":[0.0004682618,0.00007278039,0.07508676,0.0000390484,0.00008872491,0.00003076519,0.001883599,0.0001361656,0.00001376029,0.00569491,0.9159364,0.0005489073],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005941829,0.0001857756,0.004510766,0.04300414,0.01174819,0.001261462,0.00007682986,0.001288175,0.9319828],"genre_scores_gemma":[0.1485878,0.0002685452,0.0001386708,0.01584888,0.001340581,0.0006681323,0.0001279012,0.0001100441,0.8329094],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.142646,"threshold_uncertainty_score":0.91512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1857473060737058,"score_gpt":0.3826641723888395,"score_spread":0.1969168663151337,"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."}}