{"id":"W1969273286","doi":"10.1038/421013a","title":"Scientific research and the human condition","year":2003,"lang":"en","type":"letter","venue":"Nature","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Data science; Computer science","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":[0.01262525,0.00132457,0.00281855,0.001255404,0.01344637,0.01203097,0.00444838,0.1889863,0.00807956],"category_scores_gemma":[0.0500067,0.001674309,0.002265868,0.001680933,0.01460594,0.009772352,0.006118906,0.1160254,0.005750884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01236791,"about_ca_system_score_gemma":0.01793354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04060036,"about_ca_topic_score_gemma":0.1022035,"domain_scores_codex":[0.9883107,0.003476679,0.001168551,0.001485533,0.003546603,0.002011979],"domain_scores_gemma":[0.9714223,0.01761329,0.001810048,0.0009823557,0.002910376,0.005261745],"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":[0.0001429517,0.00008226417,0.000965756,0.00009712121,0.00004677782,0.001816573,0.0006556539,0.00009257576,0.0002524053,0.03348323,0.9529063,0.009458445],"study_design_scores_gemma":[0.0003555119,0.0001096207,0.001702917,0.0006010294,0.00009408538,0.001255017,0.00179064,0.0005414147,0.0002870524,0.05474937,0.9383844,0.0001290069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003192599,0.001332088,0.0000791346,0.9858478,0.007015298,0.00001291672,0.00002258065,0.00001231923,0.005358512],"genre_scores_gemma":[0.002481556,0.0004812679,0.0001120261,0.9809972,0.009776032,0.00002753646,0.000006656163,0.00001082013,0.006106798],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1889863,"threshold_uncertainty_score":0.08973587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1854022678771089,"score_gpt":0.5298981729930899,"score_spread":0.344495905115981,"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."}}