{"id":"W2115576702","doi":"10.1177/002215540205000601","title":"From Pixels to Picograms","year":2002,"lang":"en","type":"article","venue":"Journal of Histochemistry & Cytochemistry","topic":"Genomics and Phylogenetic Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":275,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Genome size; Genome; Feulgen stain; Computational biology; Densitometry; Biology; Computer science; Genetics; Gene; Medicine; DNA","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001438855,0.0003133482,0.0003858043,0.00003706877,0.00009954945,0.00003886866,0.0006214171,0.0002355858,0.0002434151],"category_scores_gemma":[0.0001888137,0.0003131404,0.0003234549,0.0001217377,0.0001086417,0.000002052898,0.0001848932,0.0002457892,0.00002641119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007536575,"about_ca_system_score_gemma":0.0000640867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008482656,"about_ca_topic_score_gemma":9.713672e-7,"domain_scores_codex":[0.9982552,0.00001870184,0.0006405282,0.0004027658,0.0003259208,0.0003569133],"domain_scores_gemma":[0.9983239,0.0000252975,0.0003944682,0.0005667747,0.0003200142,0.0003696044],"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":[0.00008077174,0.0001215597,0.0005524769,0.00002059618,0.0001603738,0.0000246976,0.0001587152,0.00005544359,0.9504183,8.208681e-7,0.04603426,0.002372019],"study_design_scores_gemma":[0.0006990536,0.0002167137,0.0002443262,0.00004710692,0.00006865574,0.0001768364,0.0002476124,0.00001025359,0.8436186,0.00008200313,0.1542291,0.0003597264],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881557,0.005397652,0.0005851235,0.0004290706,0.0002581631,0.0000976128,0.00005732938,0.000005300686,0.00501408],"genre_scores_gemma":[0.9905956,0.0002275662,0.004186601,0.0003343391,0.002195035,0.00001285816,0.0000197255,0.00004044415,0.002387776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1081948,"threshold_uncertainty_score":0.9999321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01256732372419999,"score_gpt":0.2257718523082609,"score_spread":0.2132045285840609,"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."}}