{"id":"W7115569140","doi":"10.7202/1122019ar","title":"Introduction","year":2025,"lang":"fr","type":"article","venue":"Enjeux et société Approches transdisciplinaires","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Intelligence analysis; Context (archaeology); Applications of artificial intelligence","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"],"consensus_categories":["sts"],"category_scores_codex":[0.003757047,0.0003602778,0.0004231569,0.0001634485,0.0014436,0.0001322675,0.0005112465,0.0005645396,0.0008429273],"category_scores_gemma":[0.0008458202,0.0004077133,0.0003321217,0.001062144,0.004064019,0.0005710123,0.0000565009,0.0006628587,0.0001371187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003001704,"about_ca_system_score_gemma":0.001137881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002215069,"about_ca_topic_score_gemma":0.0003356678,"domain_scores_codex":[0.9963644,0.001235837,0.0005622909,0.0007603803,0.0003903132,0.0006867894],"domain_scores_gemma":[0.9973165,0.001715447,0.0001713309,0.0003517648,0.00029933,0.00014564],"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":[0.00001158652,0.0003115574,0.0002156108,0.0002702971,0.0001633355,3.817758e-7,0.224622,0.00006952911,0.00006120683,0.7152522,0.02860608,0.03041621],"study_design_scores_gemma":[0.0005271515,0.00005355841,0.01480539,0.0002335462,0.0002144069,0.000001922189,0.288798,0.00005298455,0.0001531337,0.2119534,0.4827797,0.0004267148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08419095,0.0175599,0.009255219,0.676667,0.02150589,0.0006704428,0.00003060307,0.0002943621,0.1898257],"genre_scores_gemma":[0.8507983,0.005935626,0.007018405,0.001721538,0.01569513,0.0002430124,0.0001300766,0.00004672642,0.1184112],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7666074,"threshold_uncertainty_score":0.9998564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234340171345197,"score_gpt":0.4698363538067549,"score_spread":0.3464023366722352,"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."}}