{"id":"W4403181157","doi":"10.7202/1113545ar","title":"Introduction","year":2024,"lang":"en","type":"article","venue":"Arborescences Revue d études françaises","topic":"Educational Theory and Curriculum Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"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":[0.0004740612,0.00009617573,0.000107403,0.00008028383,0.0006594848,0.0001469442,0.000201473,0.00005082102,0.001040022],"category_scores_gemma":[0.0003020987,0.00008519478,0.00007386872,0.0005175762,0.000477432,0.0003504104,0.00002337315,0.0001194566,0.0004030606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000481929,"about_ca_system_score_gemma":0.0001409723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003582991,"about_ca_topic_score_gemma":0.0007123812,"domain_scores_codex":[0.999045,0.00008872135,0.0001464121,0.000281229,0.000211861,0.0002268114],"domain_scores_gemma":[0.9994849,0.0002319199,0.00002459613,0.0001157175,0.00007411864,0.00006876257],"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":[0.000003650349,0.00004240104,0.002494589,0.00004603011,0.00002932945,0.000005303908,0.01088747,0.00000774301,0.00005858945,0.9709632,0.01087287,0.004588865],"study_design_scores_gemma":[0.00002116666,0.00002045908,0.002073715,0.00008249273,0.00002341326,0.00000221449,0.007854973,0.00001849992,0.00007525524,0.01143703,0.9782519,0.0001388273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2452026,0.02298277,0.0001831426,0.09085169,0.01253671,0.000540219,0.00001663948,0.001206764,0.6264794],"genre_scores_gemma":[0.9888396,0.0009182089,0.0001918974,0.0001026041,0.006244624,0.00004364344,0.000005170043,0.000009062589,0.003645165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9673791,"threshold_uncertainty_score":0.9998732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02002031256942299,"score_gpt":0.3037580579933915,"score_spread":0.2837377454239685,"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."}}