{"id":"W4320927951","doi":"10.7202/1095177ar","title":"Préface","year":2022,"lang":"fr","type":"article","venue":"Écosystème","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Computer science; Philosophy; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006492335,0.0001422411,0.0002356114,0.00003768353,0.002779264,0.00004710064,0.000357561,0.00007015761,0.01190267],"category_scores_gemma":[0.00009004375,0.0001763982,0.000158696,0.0007579199,0.0004138237,0.0001178135,0.0002985782,0.0003260998,0.0007472477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001794304,"about_ca_system_score_gemma":0.0002455902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01435681,"about_ca_topic_score_gemma":0.003109284,"domain_scores_codex":[0.9977558,0.0005661524,0.0002065043,0.0002641601,0.000648319,0.0005590327],"domain_scores_gemma":[0.999436,0.0001279511,0.0001045638,0.0001473497,0.00004810412,0.0001360954],"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":[0.000003580904,0.0001142331,0.0002741964,0.00001561816,0.00005091073,0.0000255256,0.02447467,0.00004852792,0.000004519591,0.6133205,0.3475506,0.01411705],"study_design_scores_gemma":[0.0001545126,0.00008222819,0.0004772849,0.000008785481,0.00002920685,0.000002535528,0.009106625,0.00006932771,0.000002373811,0.02375748,0.9661055,0.0002042032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0204157,0.1730397,0.0000589119,0.03920115,0.01900307,0.0004091642,0.0001651806,0.0001614187,0.7475457],"genre_scores_gemma":[0.5307721,0.00110794,0.00008263604,0.0008011372,0.001448936,0.00007994849,0.000005233077,0.00001769296,0.4656843],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6185548,"threshold_uncertainty_score":0.998519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0373201988731306,"score_gpt":0.2502841243730546,"score_spread":0.212963925499924,"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."}}