{"id":"W4281879185","doi":"10.4000/fixxion.2368","title":"Témoigner pour instruire","year":2022,"lang":"fr","type":"article","venue":"Revue critique de fixxion française contemporaine","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Humanities; Art; Political science; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001042429,0.0004541131,0.0006992725,0.0003151397,0.001811379,0.0003262528,0.0004923606,0.0001591324,0.03294036],"category_scores_gemma":[0.0003978607,0.0005440816,0.0005902736,0.0001884911,0.0004337515,0.0002231036,0.0002845019,0.0008508147,0.0002387644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000295464,"about_ca_system_score_gemma":0.0006541967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008793943,"about_ca_topic_score_gemma":0.001106138,"domain_scores_codex":[0.9969569,0.0004971793,0.0008222736,0.0006239882,0.0003832876,0.0007163608],"domain_scores_gemma":[0.9980198,0.0002247314,0.0003171174,0.0006173654,0.000474133,0.0003469242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007347102,0.0005613984,0.0002661268,0.0004059896,0.0001901035,0.001015209,0.009776646,0.0002084485,0.00006214919,0.8367825,0.1474225,0.003235472],"study_design_scores_gemma":[0.001076196,0.0002268134,0.00003499693,0.0002519001,0.0003275756,0.000108546,0.008478993,0.004292788,0.00004105462,0.009798423,0.9747247,0.0006380698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02067448,0.1084557,0.0006542603,0.1202931,0.004941933,0.0006919455,0.003612528,0.0002246626,0.7404514],"genre_scores_gemma":[0.7589955,0.0009188322,0.0001322223,0.002627215,0.0064386,0.0001567177,0.0003500298,0.00008132523,0.2302996],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8273022,"threshold_uncertainty_score":0.9997011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0284548170834182,"score_gpt":0.2717489491514608,"score_spread":0.2432941320680425,"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."}}