{"id":"W7104501777","doi":"","title":"Interview: « La justice algorithmique. Analyse comparee (France/Quebec) d’un phenomene doctrinal », thèse menée sous la direction de la professeure Marie-Claire Ponthoreau et soutenue le 28 novembre 2023.","year":2025,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic Justice; Context (archaeology); Perspective (graphical); Exposition (narrative); Class (philosophy)","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":[],"consensus_categories":[],"category_scores_codex":[0.01341055,0.0004247068,0.0003562424,0.004729399,0.01304045,0.00548778,0.00124934,0.001595661,0.007088672],"category_scores_gemma":[0.03393753,0.0002591036,0.0003521696,0.006469457,0.01078349,0.002606439,0.002934441,0.001848805,0.0005456406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05129177,"about_ca_system_score_gemma":0.03464982,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8169535,"about_ca_topic_score_gemma":0.8278868,"domain_scores_codex":[0.9908703,0.006591221,0.0002471096,0.0004971176,0.001095056,0.0006991634],"domain_scores_gemma":[0.9820354,0.008511144,0.0007908296,0.000554233,0.007564079,0.0005443301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001173413,0.00004103479,0.01139851,0.0003393134,0.00001553763,0.0002833316,0.8743201,0.0004460244,0.001228748,0.05372068,0.01528682,0.04280248],"study_design_scores_gemma":[0.00002319615,0.00004104147,0.03844486,0.0006382617,0.00001257871,0.0001487651,0.8248548,0.0008934891,0.000676261,0.00453489,0.1296745,0.00005748537],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7777482,0.00338851,0.0434182,0.02746415,0.0006332744,0.0042017,0.005959198,0.0001424465,0.1370444],"genre_scores_gemma":[0.9550915,0.0008633655,0.009788379,0.001271585,0.00003793562,0.002118123,0.0007952732,0.00007921649,0.02995457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1830465,"threshold_uncertainty_score":0.3721495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01992737886054429,"score_gpt":0.3099777854418568,"score_spread":0.2900504065813125,"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."}}