{"id":"W4241685430","doi":"10.1513/pats.200508-092do","title":"Introduction","year":2006,"lang":"en","type":"article","venue":"Proceedings of the American Thoracic Society","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.000567236,0.0001830144,0.0002930327,0.00003320512,0.0001860247,0.00004246617,0.0005028204,0.00003416814,0.00002492825],"category_scores_gemma":[0.0001128552,0.0001346073,0.0004057191,0.001764871,0.001072561,0.0002543731,0.0001708767,0.0002297349,0.00009559504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001655851,"about_ca_system_score_gemma":0.00002704903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002956001,"about_ca_topic_score_gemma":0.000001557101,"domain_scores_codex":[0.998517,0.00001031184,0.0003050787,0.000344435,0.000489836,0.0003333229],"domain_scores_gemma":[0.9984064,0.00002515112,0.0009646115,0.00018478,0.0003811474,0.00003796703],"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":[0.00005809921,0.0001028542,0.04217926,0.0000460004,0.00004780471,2.136857e-8,0.0003653968,0.00001734421,0.5940328,0.001219968,0.3581051,0.003825336],"study_design_scores_gemma":[0.0003061156,0.0001547939,0.2548717,0.00004869428,0.0002598125,0.00004180279,0.007275187,0.000907155,0.6713247,0.007078465,0.0571357,0.0005959237],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925678,0.00004442642,0.00002347769,0.003013306,0.0001192968,0.0002115242,0.00001151681,0.0002376307,0.003771052],"genre_scores_gemma":[0.9874022,0.00001003107,0.009933067,0.0001392542,0.001235264,0.00002357485,0.000002209709,0.00006838122,0.001186015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3009694,"threshold_uncertainty_score":0.5489124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01181659157624771,"score_gpt":0.2838325441570366,"score_spread":0.2720159525807889,"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."}}