{"id":"W7133420203","doi":"","title":"Se former en 2021 (Présentiel, Hybride, A distance, Comodal,...)","year":2021,"lang":"fr","type":"article","venue":"ORBi UMONS","topic":"Contemporary art, education, critique","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Population; Ligne","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":["insufficient_payload"],"category_scores_codex":[0.001087813,0.0002882642,0.0003794308,0.00007660648,0.000848626,0.0002636619,0.0003908963,0.000207403,0.01215515],"category_scores_gemma":[0.0003736581,0.0003555811,0.0002657207,0.001061081,0.0005904367,0.002157975,0.0001075444,0.0004186546,0.001216409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002692583,"about_ca_system_score_gemma":0.002160734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00558137,"about_ca_topic_score_gemma":0.01957826,"domain_scores_codex":[0.9961901,0.001429274,0.0004973509,0.0006206498,0.0004926673,0.0007699044],"domain_scores_gemma":[0.997951,0.0005051197,0.0001554811,0.0006208171,0.0003515914,0.0004160274],"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":[0.00001026063,0.0006159841,0.01177184,0.00007416163,0.00008658739,0.0002530115,0.0230291,0.000003243122,0.0001710851,0.1474082,0.8064678,0.01010873],"study_design_scores_gemma":[0.0002688136,0.00002838468,0.002760771,0.000192689,0.00007283375,0.00003293825,0.01782387,0.00005753485,0.0004570106,0.01225964,0.9656433,0.000402208],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.06890003,0.01659634,0.001948246,0.4972923,0.009665307,0.0005240928,0.0002910389,0.00009104443,0.4046915],"genre_scores_gemma":[0.3172343,0.01099916,0.0009252255,0.0006882906,0.001667139,0.00005130534,0.00009492267,0.00003870833,0.6683009],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4966041,"threshold_uncertainty_score":0.9998896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02241842988822585,"score_gpt":0.3144713178390031,"score_spread":0.2920528879507772,"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."}}