{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009112348,0.0008410528,0.0004521951,0.001357695,0.001529278,0.003269136,0.0008657034,0.003201254,0.5867023],"category_scores_gemma":[0.00141765,0.0003098465,0.0005722588,0.0005077408,0.000351045,0.0008140582,0.002297745,0.002070814,0.3629055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00126363,"about_ca_system_score_gemma":0.002213114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00547763,"about_ca_topic_score_gemma":0.02080681,"domain_scores_codex":[0.999413,0.00007306716,0.00001845722,0.00008388943,0.0002826245,0.0001289226],"domain_scores_gemma":[0.9991272,0.00007825151,0.00003315562,0.00004458318,0.0002940594,0.0004227709],"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":[0.000067445,0.00002706375,0.0001140187,0.00004976252,0.000004689247,0.00007643402,0.000008971816,0.00003868751,0.0002502198,0.001123774,0.9533657,0.04487324],"study_design_scores_gemma":[0.0000132432,0.00001504418,0.0004186871,0.00005892714,0.000002454213,0.00005612976,0.00001452953,0.00004935709,0.00008152849,0.0003870388,0.9988996,0.000003489944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001176197,0.004708235,0.0008140004,0.01254882,0.03444226,0.0001844416,0.002006261,0.0006545329,0.9434651],"genre_scores_gemma":[0.001445721,0.0007670959,0.0002435598,0.001794936,0.001966042,0.00003640906,0.0004909868,0.00009956459,0.9931558],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5867023,"threshold_uncertainty_score":0.589519,"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."}}