{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004817905,0.0004977768,0.0002336343,0.0005071928,0.00201553,0.002165761,0.0002591719,0.0007696511,0.09595364],"category_scores_gemma":[0.002565635,0.0003194045,0.0001990138,0.0004316223,0.001144444,0.001863393,0.001009221,0.001584157,0.02266159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009580344,"about_ca_system_score_gemma":0.0007627411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01322946,"about_ca_topic_score_gemma":0.04297087,"domain_scores_codex":[0.9997298,0.00005261718,0.000005882386,0.00007302428,0.00009563507,0.00004315711],"domain_scores_gemma":[0.9991371,0.0001576979,0.00005457434,0.00005635866,0.0002529865,0.0003413577],"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":[0.0002345835,0.0000881096,0.01476921,0.0001272191,0.00002231002,0.0004589212,0.005282965,0.00009183336,0.005393174,0.01063487,0.8256555,0.1372413],"study_design_scores_gemma":[0.00001036253,0.00008160232,0.02232277,0.0001258403,0.00001175258,0.001016987,0.007164306,0.0001989484,0.001609078,0.002759377,0.9646581,0.00004090068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.227358,0.01355285,0.01881712,0.1615109,0.01018271,0.0002163719,0.00316165,0.003833907,0.5613664],"genre_scores_gemma":[0.2204226,0.004158997,0.01905626,0.01586656,0.0004435462,0.0001022022,0.0007439458,0.001301717,0.7379041],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09595364,"threshold_uncertainty_score":0.3209969,"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."}}