{"id":"W3156616736","doi":"10.51657/ric.v5i1.41069","title":"Développement professionnel agentif et collaboratif des enseignants : communautés épistémiques via les réseaux sociaux en temps de crise","year":2021,"lang":"fr","type":"article","venue":"Revue internationale du CRIRES innover dans la tradition de Vygotsky","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Sociology; Art","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002345761,0.000373619,0.0003944241,0.0002217903,0.001257379,0.0004007159,0.0005968346,0.0004313927,0.001429153],"category_scores_gemma":[0.001202999,0.0004367539,0.0002385862,0.0009623914,0.0007480797,0.0008809609,0.0001758641,0.000942744,0.00006612015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163619,"about_ca_system_score_gemma":0.003245494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234046,"about_ca_topic_score_gemma":0.005058241,"domain_scores_codex":[0.9931954,0.004221222,0.0007771841,0.0005308461,0.0006650723,0.000610234],"domain_scores_gemma":[0.9967027,0.001340442,0.0004206262,0.0003027137,0.001018057,0.000215421],"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":[0.0001135825,0.003234869,0.08595273,0.001034932,0.0008814362,0.001338669,0.1689634,0.001617374,0.01198454,0.5729347,0.02519009,0.1267537],"study_design_scores_gemma":[0.001951192,0.00019011,0.1768898,0.004648679,0.0003389789,0.0005782,0.1083053,0.008561387,0.009756882,0.1211453,0.5662711,0.001362952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8787373,0.002382206,0.03610188,0.06280133,0.00149649,0.0003541706,0.0006111031,0.0001751212,0.01734042],"genre_scores_gemma":[0.9584802,0.007550764,0.01633301,0.0009532457,0.001245479,0.0001209733,0.0005352021,0.0000712687,0.01470988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5410811,"threshold_uncertainty_score":0.9998084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1091358613541389,"score_gpt":0.3529760586570734,"score_spread":0.2438401973029345,"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."}}