{"id":"W1973581932","doi":"10.3758/bf03206920","title":"Reliability and dimensionality of judgments of visually textured materials","year":2000,"lang":"en","type":"article","venue":"Perception & Psychophysics","topic":"Visual perception and processing mechanisms","field":"Neuroscience","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Curse of dimensionality; Perception; Texture (cosmology); Set (abstract data type); Artificial intelligence; Computer science; Task (project management); Pattern recognition (psychology); Mathematics; Psychophysics; Computer vision; Psychology; Image (mathematics)","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":[0.000245907,0.000140942,0.0002509705,0.00003780477,0.00008548173,0.00002102596,0.0001231035,0.0000840354,0.003800943],"category_scores_gemma":[0.00004533495,0.0001272319,0.00005795796,0.0001940985,0.0002116031,0.0002036754,0.000023826,0.00007989723,0.00009518254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001561871,"about_ca_system_score_gemma":0.00001864798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002281873,"about_ca_topic_score_gemma":4.865463e-7,"domain_scores_codex":[0.9985479,0.0001752868,0.0003981339,0.0003805612,0.0003562957,0.0001418232],"domain_scores_gemma":[0.9993902,0.00004488167,0.0001520511,0.0002705681,0.00007571148,0.00006658012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001900223,0.0002856103,0.00003925412,0.00007487844,0.000001783976,1.414105e-7,0.0007399555,0.00001378674,0.9678355,0.0003004509,0.0001014995,0.03041708],"study_design_scores_gemma":[0.001714648,0.0006082436,0.1025243,0.0001700646,0.00004356298,0.000007135026,0.0002024499,0.0005544177,0.8550748,0.03748737,0.001142676,0.0004703288],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978334,0.000003491764,0.0002547285,0.00008978431,0.0001750332,0.0001755765,0.00005813114,0.0000402587,0.001369599],"genre_scores_gemma":[0.9981252,0.0001174082,0.0006477368,0.0005247494,0.00005327097,0.000007084143,0.000009994152,0.00001415384,0.0005003881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1127607,"threshold_uncertainty_score":0.9971097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03471459492058077,"score_gpt":0.3276193497215251,"score_spread":0.2929047548009444,"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."}}