{"id":"W4367676503","doi":"10.26443/mjm.v21i1.1060","title":"HBHL Symposium 2023","year":2023,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Medical Imaging and Pathology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.001420806,0.0001301889,0.0005966434,0.0003756238,0.0001088513,0.000001674855,0.0001154212,0.0000725929,0.0002810809],"category_scores_gemma":[0.001347293,0.0000781968,0.0001073809,0.00050053,0.0003217565,0.00004049701,0.00004188358,0.000457118,0.0002066753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003248146,"about_ca_system_score_gemma":0.00003723301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007104261,"about_ca_topic_score_gemma":6.053685e-7,"domain_scores_codex":[0.9983859,0.00006697536,0.0005529074,0.000125234,0.0005980711,0.0002709063],"domain_scores_gemma":[0.9987584,0.0002601012,0.0002131094,0.000172345,0.0002873057,0.0003087325],"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":[0.0001792359,0.00006838018,0.005726919,0.0001294073,0.0002474918,0.00529532,0.0003347261,0.000005310585,0.02785581,0.0001540024,0.9473709,0.01263253],"study_design_scores_gemma":[0.009002755,0.002976348,0.0340265,0.001981676,0.0007870155,0.00881797,0.001328302,0.0001324256,0.001445006,0.0008363102,0.9384747,0.0001909572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1815084,0.003864678,0.0002115676,0.7189944,0.006338021,0.0002775826,0.0000159083,0.0002091569,0.08858029],"genre_scores_gemma":[0.914775,0.008998523,0.0008510949,0.0394762,0.005228162,0.000006902976,0.0000210394,0.00006304119,0.03058005],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7332665,"threshold_uncertainty_score":0.3188773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06657082081583085,"score_gpt":0.3535905052961868,"score_spread":0.287019684480356,"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."}}