{"id":"W4367016743","doi":"10.7202/1098695ar","title":"Préface","year":2023,"lang":"fr","type":"article","venue":"Enjeux et société Approches transdisciplinaires","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Face (sociological concept); Humanities; Philosophy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":["sts"],"category_scores_codex":[0.001561693,0.0005708374,0.0007215211,0.0001472075,0.002127698,0.0002186591,0.0007674673,0.0006195919,0.0008609731],"category_scores_gemma":[0.0003137589,0.0006101103,0.0006523658,0.002357431,0.003332325,0.0005877229,0.0002349465,0.0006902214,0.002390827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004791623,"about_ca_system_score_gemma":0.0004972236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001792386,"about_ca_topic_score_gemma":0.004502651,"domain_scores_codex":[0.9954004,0.0005713705,0.0005864604,0.0008380826,0.001071734,0.001531941],"domain_scores_gemma":[0.9980136,0.0008762891,0.0001787546,0.0003630455,0.0001797098,0.0003886042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001881826,0.0002061,0.00008132919,0.0003341431,0.0002379492,0.0000362646,0.4917993,0.0001240061,0.00003688522,0.3611852,0.1107966,0.03514341],"study_design_scores_gemma":[0.0008274858,0.0001314131,0.0168609,0.0003209674,0.0001960258,0.000002380123,0.1057273,0.0002258456,0.00009823131,0.1930866,0.681557,0.0009658934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1620915,0.1182094,0.0009367007,0.1532456,0.01515361,0.001538331,0.0002056139,0.002189418,0.5464298],"genre_scores_gemma":[0.7026139,0.02705056,0.0007625965,0.0007669937,0.002773921,0.0002634776,0.00006385407,0.0001306163,0.265574],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5707604,"threshold_uncertainty_score":0.999635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07789247383276515,"score_gpt":0.3542517976582885,"score_spread":0.2763593238255233,"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."}}