{"id":"W4214673163","doi":"10.4000/ethiquepublique.6574","title":"Présentation","year":2021,"lang":"fr","type":"article","venue":"Éthique Publique","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006339431,0.0001600825,0.0002335924,0.00005798102,0.0005400154,0.0002116298,0.0001616803,0.0004231441,0.001912104],"category_scores_gemma":[0.001015379,0.0001915029,0.0001623734,0.001162421,0.0005679647,0.0005561848,0.00008708693,0.000406888,0.0003011902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005926261,"about_ca_system_score_gemma":0.001070876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00589063,"about_ca_topic_score_gemma":0.0160931,"domain_scores_codex":[0.9977693,0.0007868255,0.0002603617,0.0003212978,0.000365583,0.0004966329],"domain_scores_gemma":[0.9986903,0.0002323123,0.0001029049,0.0001604214,0.0006176814,0.0001963448],"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":[0.000001408977,0.00009567339,0.0004160897,0.00003186234,0.00004562986,0.00004365297,0.009453769,0.0000025226,0.00002539543,0.7874206,0.1960289,0.006434555],"study_design_scores_gemma":[0.0001329496,0.00001789342,0.001213342,0.0000468183,0.00002419729,0.000004381116,0.003957106,0.00001778447,0.0002585393,0.1235798,0.8705544,0.0001927737],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003035754,0.06388061,0.0007134959,0.2753862,0.01556852,0.0001848604,0.00001814279,0.0001097642,0.6411026],"genre_scores_gemma":[0.1447526,0.02760062,0.002594878,0.05204104,0.01386097,0.0001078581,0.00006808519,0.00005326969,0.7589206],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6745256,"threshold_uncertainty_score":0.9990003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02960910021973701,"score_gpt":0.2843714767752687,"score_spread":0.2547623765555317,"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."}}