{"id":"W4378678208","doi":"10.1051/pmed/2023011","title":"Symposiums","year":2023,"lang":"fr","type":"article","venue":"Pédagogie médicale","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00129354,0.0002414683,0.0003502483,0.0003947899,0.0002157787,0.00004729641,0.0002863369,0.0004316537,0.00716713],"category_scores_gemma":[0.002817721,0.0002481505,0.0001311781,0.00291955,0.0006383071,0.0001456093,0.0001509292,0.0007653759,0.03462499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003953993,"about_ca_system_score_gemma":0.0006029063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000466038,"about_ca_topic_score_gemma":0.000001482915,"domain_scores_codex":[0.9970105,0.0001022843,0.0006015052,0.0004634245,0.0008217507,0.001000499],"domain_scores_gemma":[0.9984924,0.0002116152,0.0001001975,0.0006838189,0.0002313776,0.0002806495],"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":[0.00001314345,0.0003066165,0.002748475,0.0003783744,0.00005957609,0.000122832,0.0007926457,0.00001717911,0.0007960319,0.00841505,0.6389444,0.3474056],"study_design_scores_gemma":[0.0008119331,0.000161176,0.01450907,0.0006448179,0.0001532128,0.00006088092,0.002103337,0.007123791,0.0006970169,0.001310869,0.9721659,0.0002580069],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2713019,0.02453709,0.002881431,0.4709481,0.06042584,0.001331145,0.00006560745,0.001794137,0.1667147],"genre_scores_gemma":[0.06048808,0.004935573,0.002962526,0.0112845,0.01109874,0.000178332,0.0004950315,0.0001284024,0.9084288],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7417141,"threshold_uncertainty_score":0.9999971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04880710565987244,"score_gpt":0.3807282085222439,"score_spread":0.3319211028623715,"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."}}