{"id":"W4312550455","doi":"10.4000/books.puam.6396","title":"Préface","year":2022,"lang":"fr","type":"book-chapter","venue":"Presses universitaires d’Aix-Marseille eBooks","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Computer science; Philosophy; Linguistics","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","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0004057859,0.001020984,0.001161174,0.0003297591,0.005932834,0.0001621714,0.001651666,0.0007300868,0.02465335],"category_scores_gemma":[0.0001348172,0.001243029,0.0008786399,0.000173201,0.003797913,0.0004400533,0.001805248,0.001254549,0.0005859489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002042741,"about_ca_system_score_gemma":0.0007041533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01330697,"about_ca_topic_score_gemma":0.004502103,"domain_scores_codex":[0.9948953,0.0004139338,0.000619576,0.001239698,0.001572648,0.001258876],"domain_scores_gemma":[0.9969682,0.000805062,0.0006621557,0.0007058759,0.0003346731,0.0005240424],"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":[0.00006982547,0.00007847216,0.00007386261,0.0001225299,0.0008815763,0.000348866,0.01173295,0.00005513466,0.00001235287,0.8963978,0.03992018,0.05030639],"study_design_scores_gemma":[0.0006321221,0.0002078293,0.00005387394,0.000175513,0.0005702535,0.000005077101,0.007310502,0.00002402124,0.0000123744,0.03654477,0.9532194,0.001244308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004157176,0.02192074,0.00004730471,0.003497056,0.004079385,0.001064245,0.0003570306,0.000388437,0.9682301],"genre_scores_gemma":[0.1617955,0.008132834,0.0001905805,0.000320515,0.001139664,0.00003117618,0.0000850369,0.0001530896,0.8281516],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9132992,"threshold_uncertainty_score":0.999002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0320448692210689,"score_gpt":0.2187547773995848,"score_spread":0.1867099081785159,"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."}}