{"id":"W4284890963","doi":"10.1017/s0012217322000142","title":"Introduction","year":2022,"lang":"fr","type":"article","venue":"Dialogue","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Philosophy; Medicine","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004751915,0.0001365565,0.0002588182,0.0001012293,0.002188191,0.00001581094,0.0001686737,0.000208985,0.05621529],"category_scores_gemma":[0.0009335082,0.000156137,0.00007300026,0.0004055035,0.00005355688,0.0002434856,0.000240086,0.002107807,0.004410289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005089006,"about_ca_system_score_gemma":0.0006920895,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009939259,"about_ca_topic_score_gemma":0.000855007,"domain_scores_codex":[0.9881959,0.009947396,0.0005593302,0.0003557076,0.0003268891,0.0006148035],"domain_scores_gemma":[0.997937,0.001006193,0.0003460917,0.0004062007,0.0001007483,0.0002037195],"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":[0.00005075235,0.0001190309,0.001182192,0.0004295736,0.00002637498,0.00002834518,0.01159929,0.00006318859,0.00004209202,0.06499851,0.8576071,0.06385361],"study_design_scores_gemma":[0.0002730523,0.0002021392,0.001644851,0.00002711795,0.00002266072,0.00003858068,0.008789946,0.00008211827,0.000002544741,0.001212983,0.9875581,0.0001458999],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01518999,0.01598836,0.0002264739,0.8092598,0.108911,0.001148713,0.0006567871,0.0001222933,0.04849658],"genre_scores_gemma":[0.6183615,0.0007674675,0.0004688283,0.008784628,0.0451587,0.0006061821,0.0004875434,0.00007593193,0.3252892],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8004751,"threshold_uncertainty_score":0.9991108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041562938652324,"score_gpt":0.4367281003893225,"score_spread":0.3325718065240901,"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."}}