{"id":"W4256165826","doi":"10.1126/science.296.5574.1771c","title":"TOOLS: Visual Sorting","year":2002,"lang":"en","type":"article","venue":"Science","topic":"Advanced Vision and Imaging","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sorting; Computer science; Computational biology; Biology; Programming language","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":[0.003232033,0.002806141,0.001111128,0.005786879,0.001470661,0.009330371,0.003436802,0.002583067,0.1503363],"category_scores_gemma":[0.01711609,0.001416039,0.001951883,0.003617048,0.001989519,0.01290849,0.008064703,0.002569479,0.08397622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001378562,"about_ca_system_score_gemma":0.002028694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005804194,"about_ca_topic_score_gemma":0.007915934,"domain_scores_codex":[0.9982091,0.0004785685,0.00022581,0.0003396024,0.0005607022,0.0001861589],"domain_scores_gemma":[0.9941593,0.002470723,0.0002092914,0.001235762,0.001287526,0.0006374021],"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":[0.0003754388,0.00007238122,0.0005511409,0.0008245736,0.00005891346,0.0002260629,0.001352328,0.0008392482,0.003083095,0.03355242,0.6952291,0.2638354],"study_design_scores_gemma":[0.000123008,0.00004469791,0.0007088929,0.0005229352,0.0000291013,0.0003800319,0.001061564,0.005647722,0.003163561,0.1037779,0.884419,0.0001214883],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002973441,0.003021529,0.6068592,0.004981025,0.00183801,0.0006001457,0.01777901,0.2952971,0.06665056],"genre_scores_gemma":[0.0441327,0.004141599,0.763842,0.00500912,0.0007251779,0.001775199,0.02982078,0.07534631,0.07520715],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1503363,"threshold_uncertainty_score":0.5029249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04508326684015346,"score_gpt":0.3269049843324003,"score_spread":0.2818217174922468,"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."}}