{"id":"W4230276901","doi":"10.1016/s1052-3359(03)00061-9","title":"Preface","year":2002,"lang":"en","type":"article","venue":"Chest Surgery Clinics of North America","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004713491,0.0003008691,0.0008822003,0.0002421343,0.00007834769,0.00001780064,0.0003730393,0.00008961435,0.001154746],"category_scores_gemma":[0.002114417,0.0003106059,0.000487819,0.001264518,0.0005441019,0.0002354421,0.0001094215,0.0003118111,0.01005574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004473238,"about_ca_system_score_gemma":0.00008365318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003546022,"about_ca_topic_score_gemma":0.00002001803,"domain_scores_codex":[0.9971023,0.000151214,0.001150543,0.000505743,0.0005084368,0.0005817222],"domain_scores_gemma":[0.9948918,0.002608962,0.0009651316,0.001015739,0.0002269172,0.0002914486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004204764,0.0006081356,0.7475485,0.00005418764,0.00008005261,0.00002337644,0.0001772443,0.0002204242,0.00002791193,0.000002303767,0.07907252,0.1721433],"study_design_scores_gemma":[0.0002178749,0.00008454882,0.3833026,0.00003990468,0.0000604275,0.000006898643,0.00003453952,0.001137113,0.0001518822,0.00002087754,0.6144612,0.0004820782],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927995,0.0008468984,0.00006694532,0.0002333821,0.000455286,0.0001915728,0.0001805663,0.0002980634,0.004927834],"genre_scores_gemma":[0.9963774,0.001030607,0.00099992,0.0004177093,0.0001449429,0.00002013064,0.0000738719,0.0001299831,0.0008054281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5353887,"threshold_uncertainty_score":0.9999346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.065987335181971,"score_gpt":0.280269322279089,"score_spread":0.214281987097118,"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."}}