{"id":"W4417428127","doi":"10.3917/pour.251.0061","title":"Introduction","year":2025,"lang":"fr","type":"article","venue":"Pour","topic":"Social Sciences and Governance","field":"Social Sciences","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002267955,0.0007208432,0.0005685965,0.001305146,0.004192034,0.008819763,0.002315418,0.003884699,0.2658288],"category_scores_gemma":[0.007072717,0.0003114265,0.0007537852,0.001882846,0.002817637,0.005344898,0.005339484,0.003354493,0.1079978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003810761,"about_ca_system_score_gemma":0.005947164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008243517,"about_ca_topic_score_gemma":0.009724108,"domain_scores_codex":[0.996808,0.0006833136,0.0001517954,0.0008426491,0.0009812602,0.0005330088],"domain_scores_gemma":[0.997294,0.0005328209,0.0001843001,0.0004282345,0.001065584,0.0004950666],"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":[0.00007691833,0.00007058639,0.001673309,0.0004039333,0.00001505632,0.000387587,0.004664143,0.0001816279,0.000467377,0.3909053,0.4716777,0.1294765],"study_design_scores_gemma":[0.000003564637,0.0000116199,0.0005443938,0.0001814707,0.00000274638,0.0001182738,0.0008869476,0.00003137633,0.00008522954,0.01080788,0.9873196,0.000006928131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004155478,0.004018772,0.007390283,0.03029477,0.004743685,0.0001917063,0.00241577,0.000499812,0.9462897],"genre_scores_gemma":[0.0592757,0.005738407,0.007648131,0.01770439,0.00180526,0.0003713183,0.003480188,0.0005221248,0.9034544],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7341712,"threshold_uncertainty_score":0.889286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720625975162317,"score_gpt":0.3237041787365907,"score_spread":0.3064979189849676,"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."}}