{"id":"W4406738233","doi":"10.1016/s1052-3359(25)00587-3","title":"Preface","year":2001,"lang":"en","type":"article","venue":"Chest Surgery Clinics of North America","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôtel-Dieu 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":[],"category_scores_codex":[0.0006687611,0.0003036229,0.0008964789,0.0002567366,0.00007873398,0.00001777281,0.0003815041,0.00009044922,0.0003898073],"category_scores_gemma":[0.002058405,0.0003119167,0.0004784132,0.001553985,0.000517385,0.000245534,0.0001197285,0.0002995222,0.00455737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005051071,"about_ca_system_score_gemma":0.0003122387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008321248,"about_ca_topic_score_gemma":0.00005778388,"domain_scores_codex":[0.9970455,0.0001516035,0.001167888,0.0005129605,0.0005041212,0.0006178831],"domain_scores_gemma":[0.9948651,0.002569833,0.00097533,0.001009061,0.0002760967,0.0003045732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001486431,0.0003954279,0.8563781,0.0000296672,0.00006568886,0.00004353435,0.00007593745,0.0002653814,0.0000330074,0.000002174689,0.01753363,0.1250288],"study_design_scores_gemma":[0.0001400008,0.00005034871,0.5174791,0.00002510474,0.00003647933,0.00001040548,0.00003010803,0.0001400401,0.00007268193,0.00002741802,0.4817034,0.0002849996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947119,0.0003635738,0.000168564,0.0001916651,0.0004300821,0.0001818691,0.000109714,0.0002754021,0.003567187],"genre_scores_gemma":[0.9962938,0.001252092,0.0009571547,0.0004380173,0.0001753372,0.00002081595,0.0001549878,0.0001317069,0.0005760283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4641697,"threshold_uncertainty_score":0.9999333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05003055519240441,"score_gpt":0.3001558871704396,"score_spread":0.2501253319780352,"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."}}