{"id":"W4281917157","doi":"10.1177/00236772221099391","title":"If you cannot make it to Marseille, attend virtually or join us in Athens 2025","year":2022,"lang":"en","type":"article","venue":"Laboratory Animals","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Paediatric Society","funders":"","keywords":"Join (topology); History; Computer science; Mathematics","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005375342,0.0002746589,0.000598227,0.0002836176,0.001250561,0.00002785127,0.000394552,0.0002178561,0.01269859],"category_scores_gemma":[0.001290026,0.0002485759,0.00005175012,0.00157261,0.0000269461,0.0001752839,0.0004127545,0.001412552,0.001133717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005631482,"about_ca_system_score_gemma":0.002811093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003135515,"about_ca_topic_score_gemma":0.01723369,"domain_scores_codex":[0.9914775,0.005186456,0.001215089,0.0006045248,0.0005728704,0.0009435948],"domain_scores_gemma":[0.9969868,0.001242205,0.0004540562,0.0006008315,0.0003068849,0.000409215],"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":[0.003234202,0.0004672737,0.2735363,0.001416276,0.0001372156,0.002248296,0.0695564,0.0001701415,0.009935249,0.0117098,0.6236947,0.003894094],"study_design_scores_gemma":[0.0005945674,0.0004652424,0.04862389,0.0001406238,0.00001005183,0.000006003842,0.0219585,0.00001273982,0.000008637906,0.00003359387,0.9278663,0.0002798211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9444432,0.0004717964,0.000007960048,0.03496011,0.001871858,0.001968674,0.001695558,0.0001321771,0.01444867],"genre_scores_gemma":[0.926143,0.00006157506,0.0004002698,0.04079029,0.0007660281,0.001267193,0.00002520519,0.00008659049,0.03045989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3041716,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1055184535327644,"score_gpt":0.4480802278675159,"score_spread":0.3425617743347514,"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."}}