{"id":"W4387500326","doi":"10.1016/s0828-282x(23)01743-9","title":"Society Announcement: Vascular 2023","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Renal and Vascular Pathologies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine; Cardiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006625825,0.0000850862,0.0003994066,0.0001867618,0.00007476584,0.000009915478,0.0001091565,0.0001147706,0.00003678409],"category_scores_gemma":[0.0002260388,0.00006486829,0.0006183783,0.000285342,0.000136951,0.00003875269,0.00001190227,0.0002335758,0.0001325254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008545841,"about_ca_system_score_gemma":0.0007815598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001535283,"about_ca_topic_score_gemma":0.00008957284,"domain_scores_codex":[0.9991515,0.00006400028,0.0002267035,0.0000990049,0.0001340748,0.0003247514],"domain_scores_gemma":[0.99916,0.0000360859,0.00006608728,0.0001655441,0.0002000627,0.0003722427],"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":[0.000036807,0.000002551647,0.08986625,0.00008561854,0.001977266,0.00443468,0.0005479151,0.003085607,0.003646807,0.0003319687,0.8845644,0.01142015],"study_design_scores_gemma":[0.0006568336,0.0002938116,0.1498861,0.00005275809,0.000159045,0.001429894,0.0004648266,0.00002563102,0.00006924944,0.0003030214,0.8465734,0.00008537728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9407152,0.008753814,0.004132435,0.008702807,0.003201539,0.0003561077,0.00006497943,0.0000623393,0.03401077],"genre_scores_gemma":[0.9946845,0.001326925,0.0003087762,0.0005809276,0.001769444,0.000003712564,0.00002240654,0.00001618998,0.001287123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06001987,"threshold_uncertainty_score":0.2645252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03144284431032241,"score_gpt":0.2606903636557444,"score_spread":0.229247519345422,"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."}}