{"id":"W4410833512","doi":"10.26034/vd.fpeq.2021.296","title":"Introduction","year":2021,"lang":"fr","type":"article","venue":"Formation et pratiques d’enseignement en question","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005947241,0.0002108109,0.0002003294,0.0001064975,0.0006569283,0.0001861663,0.0001184824,0.0003497567,0.002144474],"category_scores_gemma":[0.00161561,0.0002567541,0.00009718962,0.0004807355,0.0003750065,0.002534762,0.00003367671,0.0003612892,0.0003569441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007399588,"about_ca_system_score_gemma":0.0008266061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001578636,"about_ca_topic_score_gemma":0.0005257278,"domain_scores_codex":[0.9932091,0.004995971,0.0006261251,0.0003523414,0.0004742999,0.0003422282],"domain_scores_gemma":[0.9980039,0.0004675406,0.0003829557,0.0002288242,0.0008072716,0.0001094911],"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":[0.000003303183,0.0001989236,0.00005054595,0.0000889767,0.00003308877,0.000001026257,0.1017243,0.000165257,0.0003575445,0.831348,0.05559872,0.01043036],"study_design_scores_gemma":[0.0002875513,0.0001370925,0.002371307,0.0001698322,0.00008082175,0.00002915242,0.131838,0.0008353008,0.00152227,0.02071932,0.8416795,0.0003299275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0713667,0.004835716,0.1216672,0.6729137,0.01755844,0.0008572008,0.00005097443,0.0004220705,0.110328],"genre_scores_gemma":[0.8153183,0.01914152,0.056416,0.005701453,0.02389377,0.000278663,0.003909877,0.0000560573,0.0752843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8106287,"threshold_uncertainty_score":0.9999885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07521729735706778,"score_gpt":0.4207565245068172,"score_spread":0.3455392271497494,"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."}}