{"id":"W4247371007","doi":"10.51186/journals/ed.2020.10-2.e342","title":"Préface","year":2021,"lang":"fr","type":"article","venue":"L’éducation en débats analyse comparée","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juvenile Diabetes Research Foundation","funders":"","keywords":"Face (sociological concept); Computer science; Philosophy; Linguistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000594003,0.0002419234,0.000468579,0.00007476902,0.0008702511,0.000196102,0.0003092551,0.0002045167,0.0054265],"category_scores_gemma":[0.0004480353,0.000276677,0.0002795368,0.001603194,0.0005584005,0.000316741,0.0001058222,0.0002868136,0.001216159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142812,"about_ca_system_score_gemma":0.0009433937,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01182675,"about_ca_topic_score_gemma":0.02335888,"domain_scores_codex":[0.9970819,0.0009145069,0.0004398649,0.0004795785,0.0005469939,0.000537147],"domain_scores_gemma":[0.9982919,0.0003704386,0.0002037108,0.0003526121,0.000520789,0.000260546],"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":[0.00000386871,0.00074158,0.005330909,0.00006744512,0.000521114,0.00002166967,0.2782887,0.0002483673,0.00009159322,0.2987354,0.4011761,0.0147733],"study_design_scores_gemma":[0.0001805905,0.00001834347,0.02147572,0.00006228178,0.000238045,0.000002385546,0.03516232,0.0003978212,0.0001569686,0.007579673,0.9343845,0.000341364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2393778,0.1722501,0.001237005,0.09710699,0.01578738,0.000325518,0.0000418112,0.0001745664,0.4736988],"genre_scores_gemma":[0.7786625,0.005066487,0.0006645495,0.0008253973,0.002089364,0.00001673583,0.00004490159,0.00001772299,0.2126123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5392846,"threshold_uncertainty_score":0.9999685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08620987865330539,"score_gpt":0.3445552125517273,"score_spread":0.2583453338984219,"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."}}