{"id":"W7140010984","doi":"","title":"Introduction","year":2025,"lang":"fr","type":"other","venue":"Cairn.info","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Context (archaeology); Subject (documents); Representation (politics)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003911885,0.0007937454,0.0007857658,0.0008244996,0.0001562274,0.0001555891,0.0005845403,0.0009867691,0.5526645],"category_scores_gemma":[0.0008970288,0.0009117041,0.0003551302,0.0009080445,0.0004660776,0.0001985458,0.0002365909,0.0007876387,0.481902],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007466445,"about_ca_system_score_gemma":0.0007683668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004302913,"about_ca_topic_score_gemma":0.002158048,"domain_scores_codex":[0.9968752,0.0001937887,0.0006001941,0.001057797,0.0005085141,0.0007644499],"domain_scores_gemma":[0.9973871,0.00008195168,0.0004563797,0.001520539,0.000320793,0.0002332375],"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":[0.00004597121,0.0001024596,0.0002201052,0.0003427446,0.0003417182,0.00002715869,0.0005199488,0.0001119278,0.0006204792,0.141771,0.8342977,0.02159876],"study_design_scores_gemma":[0.0006013598,0.0000707127,0.001007471,0.0004376801,0.0004220759,0.00003293153,0.00007234607,0.00009560346,0.0007351987,0.0004302161,0.9953341,0.0007603122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000797728,0.004410681,0.0006224344,0.007530942,0.01469573,0.0007782349,0.000418279,0.0005578504,0.9709061],"genre_scores_gemma":[0.00008854457,0.0002416661,0.001190192,0.0002378936,0.0179541,0.00005850992,0.0002644632,0.0007080266,0.9792566],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1610364,"threshold_uncertainty_score":0.9993334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004679901569707605,"score_gpt":0.2230187596683919,"score_spread":0.2183388580986843,"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."}}