{"id":"W4415836936","doi":"10.5840/symposium202529217","title":"Introduction Générale / General Introduction","year":2025,"lang":"","type":"article","venue":"Symposium","topic":"Philosophy, Sociology, Political Theory","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001861715,0.002107389,0.001705087,0.004257946,0.00295898,0.00857639,0.002298916,0.005688197,0.4846271],"category_scores_gemma":[0.004021508,0.0009001563,0.001738725,0.003320595,0.001569501,0.005741211,0.003471439,0.00602437,0.3210714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00485754,"about_ca_system_score_gemma":0.003414323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007715839,"about_ca_topic_score_gemma":0.007234089,"domain_scores_codex":[0.9988826,0.0002154307,0.00005613973,0.000271265,0.0004111968,0.0001634779],"domain_scores_gemma":[0.9977978,0.0002485797,0.00009717044,0.0002021983,0.001208538,0.0004457117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001052387,0.00001951514,0.00002970313,0.0001459613,0.000002599042,0.00001048622,0.00002908357,0.00003842012,0.00008486113,0.01323847,0.9761443,0.0102461],"study_design_scores_gemma":[0.000007226078,0.00001083356,0.0002299997,0.0002083973,0.000004124208,0.00002226867,0.00005808325,0.00003687189,0.00004275102,0.008098333,0.9912743,0.000006804021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0004798352,0.02534964,0.006007824,0.07827798,0.1790085,0.0003660729,0.007152787,0.001570704,0.7017866],"genre_scores_gemma":[0.004787616,0.01486459,0.002131521,0.01680336,0.07883729,0.0003712208,0.004930501,0.001148784,0.876125],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4846271,"threshold_uncertainty_score":0.7351169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352890590567602,"score_gpt":0.3032301223382531,"score_spread":0.2897012164325771,"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."}}