{"id":"W2051825390","doi":"10.1038/425029a","title":"A balancing act","year":2003,"lang":"en","type":"letter","venue":"Nature","topic":"Chromosomal and Genetic Variations","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital; Lunenfeld-Tanenbaum Research Institute","funders":"","keywords":"Computer science; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002972732,0.0003979241,0.0007580832,0.0003550854,0.002640688,0.002615198,0.001118999,0.01594382,0.0124413],"category_scores_gemma":[0.0106641,0.0002027867,0.0005327792,0.0002880701,0.006698392,0.003105846,0.001822335,0.01331895,0.003675335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002101834,"about_ca_system_score_gemma":0.00156603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008978863,"about_ca_topic_score_gemma":0.001686346,"domain_scores_codex":[0.9978248,0.0006536655,0.000100058,0.0005332254,0.0006089155,0.0002793631],"domain_scores_gemma":[0.996357,0.002021118,0.0002008464,0.0005703833,0.0003992617,0.0004513732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001797116,0.00004064161,0.000660821,0.00007468459,0.00006211288,0.002156489,0.000582144,0.0002010761,0.001244526,0.5097222,0.4355048,0.04957074],"study_design_scores_gemma":[0.00008864654,0.00002912887,0.0004999451,0.00008544973,0.00002618101,0.00250049,0.0003115371,0.0004742445,0.0005862911,0.4251733,0.5702058,0.00001893984],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005513845,0.004911185,0.005566964,0.82942,0.02866818,0.00003175835,0.00007015992,0.00008630592,0.1257316],"genre_scores_gemma":[0.1363463,0.00204395,0.002600382,0.7455031,0.0221016,0.0001013516,0.00006252324,0.00007219456,0.09116862],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01594382,"threshold_uncertainty_score":0.04162031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008405155483548202,"score_gpt":0.2090522333083616,"score_spread":0.2006470778248134,"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."}}