{"id":"W4285400394","doi":"10.3917/pox.136.0005","title":"Voit-on mieux de près ? Être chercheur embarqué au Parlement","year":2022,"lang":"fr","type":"article","venue":"Politix","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Musée de la Civilisation","funders":"","keywords":"Art; Theology; Political science; Humanities; Philosophy","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007637888,0.0003495932,0.0005023103,0.0001581599,0.002515489,0.00003849918,0.0004247161,0.0004088202,0.01950356],"category_scores_gemma":[0.001267617,0.0003760386,0.0001764064,0.0003543621,0.00008195693,0.0002008125,0.000422774,0.003223591,0.002718846],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004394046,"about_ca_system_score_gemma":0.005076735,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1239456,"about_ca_topic_score_gemma":0.005924762,"domain_scores_codex":[0.9821,0.01328388,0.001030158,0.000571105,0.0007028233,0.002312017],"domain_scores_gemma":[0.9950071,0.002533941,0.0005671674,0.0007625464,0.0001546224,0.0009746391],"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":[0.0002288407,0.0009549916,0.04434387,0.004483364,0.0001941304,0.0002906509,0.1032144,0.00005895961,0.00005998984,0.2853525,0.5187821,0.04203619],"study_design_scores_gemma":[0.0007329808,0.0005729935,0.0169018,0.000399601,0.00005056866,0.00005327378,0.03168857,0.0001260661,0.00002505003,0.003159831,0.945963,0.000326223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.323634,0.006754825,0.00003339456,0.4367476,0.01162169,0.002091916,0.001367169,0.0001593088,0.2175902],"genre_scores_gemma":[0.7439411,0.0003025033,0.0002294861,0.01751005,0.003909422,0.0007549043,0.00006400776,0.00008719182,0.2332013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.427181,"threshold_uncertainty_score":0.9998692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2666372746864998,"score_gpt":0.5214539542374251,"score_spread":0.2548166795509253,"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."}}