{"id":"W2417828305","doi":"10.1159/000181659","title":"Introduction","year":2008,"lang":"en","type":"article","venue":"The Nephron journals/Nephron journals","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hotel Dieu Hospital","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.008069253,0.001395965,0.001588524,0.001613052,0.004131814,0.001006613,0.002488192,0.0005655609,0.02751065],"category_scores_gemma":[0.0005820065,0.001037223,0.001249888,0.003052854,0.001198593,0.002941517,0.0003944559,0.004357034,0.02164919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0014712,"about_ca_system_score_gemma":0.0008471173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008150488,"about_ca_topic_score_gemma":0.0001198731,"domain_scores_codex":[0.9862337,0.002345883,0.003356488,0.001303494,0.004005082,0.00275536],"domain_scores_gemma":[0.9908541,0.0004776328,0.003083786,0.002406462,0.001627249,0.001550812],"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":[0.0006360261,0.0004728036,0.00279791,0.00002746132,0.0008363167,0.0006550823,0.002408696,0.002699788,0.1339889,0.0001764579,0.8386737,0.01662693],"study_design_scores_gemma":[0.00353087,0.0004692686,0.03606068,0.0002695252,0.0004243098,0.04277407,0.001191489,0.0007313088,0.005646134,0.002563353,0.9048122,0.001526755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8474172,0.04655541,0.008815403,0.07269394,0.008748361,0.002427307,0.0001942598,0.00149509,0.01165297],"genre_scores_gemma":[0.9319784,0.009418446,0.00184792,0.003719135,0.03907546,0.00009676595,0.00003290377,0.0007690573,0.01306193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1283427,"threshold_uncertainty_score":0.9998791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04211183289081722,"score_gpt":0.2920309288312483,"score_spread":0.2499190959404311,"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."}}