{"id":"W2404090436","doi":"10.1016/j.ebcm.2005.01.032","title":"Commentary","year":2005,"lang":"en","type":"letter","venue":"Evidence-based Cardiovascular Medicine","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.007327451,0.001900203,0.004156643,0.001472244,0.0003218826,0.00008613021,0.002373756,0.001875786,0.006236571],"category_scores_gemma":[0.00180889,0.001601586,0.004664273,0.001534391,0.001535092,0.0006226542,0.0002505783,0.006612301,0.01114396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002129084,"about_ca_system_score_gemma":0.000596435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001775354,"about_ca_topic_score_gemma":0.00001528561,"domain_scores_codex":[0.982918,0.003089588,0.001599392,0.002399749,0.008076247,0.001917022],"domain_scores_gemma":[0.9894082,0.001961921,0.0006045677,0.006886357,0.0006692777,0.0004696654],"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":[0.00007070426,0.00003158959,0.00008708223,0.0007736884,0.005180425,0.00657163,0.00007006193,0.0005743324,0.00005703511,0.000001427404,0.9734427,0.01313926],"study_design_scores_gemma":[0.003307675,0.0003476334,0.000118116,0.0115169,0.008504796,0.0002623289,0.00002079532,0.0001430653,0.0001931886,0.00001810925,0.9740506,0.00151682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00001692532,0.2594375,0.0008199905,0.7332806,0.002126657,0.001469039,0.0001249593,0.0007925081,0.001931804],"genre_scores_gemma":[0.0004906562,0.002032183,0.0006334928,0.8948716,0.09683124,0.0004167508,0.002620706,0.0008132536,0.001290098],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2574053,"threshold_uncertainty_score":0.99942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06016064835334988,"score_gpt":0.2796574768487127,"score_spread":0.2194968284953628,"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."}}