{"id":"W4390676566","doi":"10.7202/1108315ar","title":"Le Schtroumpf civil","year":2023,"lang":"fr","type":"article","venue":"Communitas","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Linguistics; Computer science; CLARITY; Readability; Ambiguity; Intelligibility (philosophy); Natural language processing; Sociology; Artificial intelligence; Epistemology; Philosophy","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006746396,0.0002427913,0.0004506468,0.0002345634,0.003118458,0.00005867323,0.0006835889,0.0007179071,0.004060493],"category_scores_gemma":[0.001916241,0.0002652813,0.000119517,0.001175594,0.0001992601,0.0005127951,0.0007373907,0.003277242,0.04463955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001250292,"about_ca_system_score_gemma":0.001783957,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03076813,"about_ca_topic_score_gemma":0.0202735,"domain_scores_codex":[0.9846477,0.01285905,0.000790132,0.0002351126,0.0003084998,0.001159485],"domain_scores_gemma":[0.9906019,0.006879853,0.0003364337,0.001483935,0.0002702662,0.0004276272],"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":[0.00002341625,0.0001192139,0.002985799,0.001919061,0.0000820109,0.00006792731,0.02091019,0.000007271412,0.00002511948,0.1902464,0.7399625,0.0436511],"study_design_scores_gemma":[0.0005211469,0.0001077046,0.006577193,0.001285152,0.00002690073,0.00001362974,0.04331272,0.0002355465,0.000003515495,0.003648584,0.9440305,0.0002373646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0380788,0.02959296,0.00005646408,0.3834102,0.0118697,0.0009489471,0.0002130984,0.0005944272,0.5352354],"genre_scores_gemma":[0.8481118,0.004158708,0.0002516824,0.003082106,0.001225995,0.000102264,0.0001376121,0.00008519183,0.1428446],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.810033,"threshold_uncertainty_score":0.9999799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2962821869015607,"score_gpt":0.5194950299474137,"score_spread":0.223212843045853,"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."}}